<!DOCTYPE html><html><head>
      <title>08</title>
      <meta charset="utf-8">
      <meta name="viewport" content="width=device-width, initial-scale=1.0">
      
      <style>
      /*!
 * reveal.js
 * http://revealjs.com
 * MIT licensed
 *
 * Copyright (C) 2018 Hakim El Hattab, http://hakim.se
 */
/*********************************************
 * RESET STYLES
 *********************************************/
html, body, .reveal div, .reveal span, .reveal applet, .reveal object, .reveal iframe,
.reveal h1, .reveal h2, .reveal h3, .reveal h4, .reveal h5, .reveal h6, .reveal p, .reveal blockquote, .reveal pre,
.reveal a, .reveal abbr, .reveal acronym, .reveal address, .reveal big, .reveal cite, .reveal code,
.reveal del, .reveal dfn, .reveal em, .reveal img, .reveal ins, .reveal kbd, .reveal q, .reveal s, .reveal samp,
.reveal small, .reveal strike, .reveal strong, .reveal sub, .reveal sup, .reveal tt, .reveal var,
.reveal b, .reveal u, .reveal center,
.reveal dl, .reveal dt, .reveal dd, .reveal ol, .reveal ul, .reveal li,
.reveal fieldset, .reveal form, .reveal label, .reveal legend,
.reveal table, .reveal caption, .reveal tbody, .reveal tfoot, .reveal thead, .reveal tr, .reveal th, .reveal td,
.reveal article, .reveal aside, .reveal canvas, .reveal details, .reveal embed,
.reveal figure, .reveal figcaption, .reveal footer, .reveal header, .reveal hgroup,
.reveal menu, .reveal nav, .reveal output, .reveal ruby, .reveal section, .reveal summary,
.reveal time, .reveal mark, .reveal audio, .reveal video {
  margin: 0;
  padding: 0;
  border: 0;
  font-size: 100%;
  /* font: inherit; */
  vertical-align: baseline; }

.reveal article, .reveal aside, .reveal details, .reveal figcaption, .reveal figure,
.reveal footer, .reveal header, .reveal hgroup, .reveal menu, .reveal nav, .reveal section {
  display: block; }

/*********************************************
 * GLOBAL STYLES
 *********************************************/
html,
body {
  width: 100%;
  height: 100%;
  overflow: hidden; }

body {
  position: relative;
  line-height: 1;
  background-color: #fff;
  color: #000; }

/*********************************************
 * VIEW FRAGMENTS
 *********************************************/
.reveal .slides section .fragment {
  opacity: 0;
  visibility: hidden;
  transition: all .2s ease; }
  .reveal .slides section .fragment.visible {
    opacity: 1;
    visibility: inherit; }

.reveal .slides section .fragment.grow {
  opacity: 1;
  visibility: inherit; }
  .reveal .slides section .fragment.grow.visible {
    -webkit-transform: scale(1.3);
            transform: scale(1.3); }

.reveal .slides section .fragment.shrink {
  opacity: 1;
  visibility: inherit; }
  .reveal .slides section .fragment.shrink.visible {
    -webkit-transform: scale(0.7);
            transform: scale(0.7); }

.reveal .slides section .fragment.zoom-in {
  -webkit-transform: scale(0.1);
          transform: scale(0.1); }
  .reveal .slides section .fragment.zoom-in.visible {
    -webkit-transform: none;
            transform: none; }

.reveal .slides section .fragment.fade-out {
  opacity: 1;
  visibility: inherit; }
  .reveal .slides section .fragment.fade-out.visible {
    opacity: 0;
    visibility: hidden; }

.reveal .slides section .fragment.semi-fade-out {
  opacity: 1;
  visibility: inherit; }
  .reveal .slides section .fragment.semi-fade-out.visible {
    opacity: 0.5;
    visibility: inherit; }

.reveal .slides section .fragment.strike {
  opacity: 1;
  visibility: inherit; }
  .reveal .slides section .fragment.strike.visible {
    text-decoration: line-through; }

.reveal .slides section .fragment.fade-up {
  -webkit-transform: translate(0, 20%);
          transform: translate(0, 20%); }
  .reveal .slides section .fragment.fade-up.visible {
    -webkit-transform: translate(0, 0);
            transform: translate(0, 0); }

.reveal .slides section .fragment.fade-down {
  -webkit-transform: translate(0, -20%);
          transform: translate(0, -20%); }
  .reveal .slides section .fragment.fade-down.visible {
    -webkit-transform: translate(0, 0);
            transform: translate(0, 0); }

.reveal .slides section .fragment.fade-right {
  -webkit-transform: translate(-20%, 0);
          transform: translate(-20%, 0); }
  .reveal .slides section .fragment.fade-right.visible {
    -webkit-transform: translate(0, 0);
            transform: translate(0, 0); }

.reveal .slides section .fragment.fade-left {
  -webkit-transform: translate(20%, 0);
          transform: translate(20%, 0); }
  .reveal .slides section .fragment.fade-left.visible {
    -webkit-transform: translate(0, 0);
            transform: translate(0, 0); }

.reveal .slides section .fragment.fade-in-then-out,
.reveal .slides section .fragment.current-visible {
  opacity: 0;
  visibility: hidden; }
  .reveal .slides section .fragment.fade-in-then-out.current-fragment,
  .reveal .slides section .fragment.current-visible.current-fragment {
    opacity: 1;
    visibility: inherit; }

.reveal .slides section .fragment.fade-in-then-semi-out {
  opacity: 0;
  visibility: hidden; }
  .reveal .slides section .fragment.fade-in-then-semi-out.visible {
    opacity: 0.5;
    visibility: inherit; }
  .reveal .slides section .fragment.fade-in-then-semi-out.current-fragment {
    opacity: 1;
    visibility: inherit; }

.reveal .slides section .fragment.highlight-red,
.reveal .slides section .fragment.highlight-current-red,
.reveal .slides section .fragment.highlight-green,
.reveal .slides section .fragment.highlight-current-green,
.reveal .slides section .fragment.highlight-blue,
.reveal .slides section .fragment.highlight-current-blue {
  opacity: 1;
  visibility: inherit; }

.reveal .slides section .fragment.highlight-red.visible {
  color: #ff2c2d; }

.reveal .slides section .fragment.highlight-green.visible {
  color: #17ff2e; }

.reveal .slides section .fragment.highlight-blue.visible {
  color: #1b91ff; }

.reveal .slides section .fragment.highlight-current-red.current-fragment {
  color: #ff2c2d; }

.reveal .slides section .fragment.highlight-current-green.current-fragment {
  color: #17ff2e; }

.reveal .slides section .fragment.highlight-current-blue.current-fragment {
  color: #1b91ff; }

/*********************************************
 * DEFAULT ELEMENT STYLES
 *********************************************/
/* Fixes issue in Chrome where italic fonts did not appear when printing to PDF */
.reveal:after {
  content: '';
  font-style: italic; }

.reveal iframe {
  z-index: 1; }

/** Prevents layering issues in certain browser/transition combinations */
.reveal a {
  position: relative; }

.reveal .stretch {
  max-width: none;
  max-height: none; }

.reveal pre.stretch code {
  height: 100%;
  max-height: 100%;
  box-sizing: border-box; }

/*********************************************
 * CONTROLS
 *********************************************/
@-webkit-keyframes bounce-right {
  0%, 10%, 25%, 40%, 50% {
    -webkit-transform: translateX(0);
            transform: translateX(0); }
  20% {
    -webkit-transform: translateX(10px);
            transform: translateX(10px); }
  30% {
    -webkit-transform: translateX(-5px);
            transform: translateX(-5px); } }
@keyframes bounce-right {
  0%, 10%, 25%, 40%, 50% {
    -webkit-transform: translateX(0);
            transform: translateX(0); }
  20% {
    -webkit-transform: translateX(10px);
            transform: translateX(10px); }
  30% {
    -webkit-transform: translateX(-5px);
            transform: translateX(-5px); } }

@-webkit-keyframes bounce-down {
  0%, 10%, 25%, 40%, 50% {
    -webkit-transform: translateY(0);
            transform: translateY(0); }
  20% {
    -webkit-transform: translateY(10px);
            transform: translateY(10px); }
  30% {
    -webkit-transform: translateY(-5px);
            transform: translateY(-5px); } }

@keyframes bounce-down {
  0%, 10%, 25%, 40%, 50% {
    -webkit-transform: translateY(0);
            transform: translateY(0); }
  20% {
    -webkit-transform: translateY(10px);
            transform: translateY(10px); }
  30% {
    -webkit-transform: translateY(-5px);
            transform: translateY(-5px); } }

.reveal .controls {
  display: none;
  position: absolute;
  top: auto;
  bottom: 12px;
  right: 12px;
  left: auto;
  z-index: 1;
  color: #000;
  pointer-events: none;
  font-size: 10px; }
  .reveal .controls button {
    position: absolute;
    padding: 0;
    background-color: transparent;
    border: 0;
    outline: 0;
    cursor: pointer;
    color: currentColor;
    -webkit-transform: scale(0.9999);
            transform: scale(0.9999);
    transition: color 0.2s ease, opacity 0.2s ease, -webkit-transform 0.2s ease;
    transition: color 0.2s ease, opacity 0.2s ease, transform 0.2s ease;
    z-index: 2;
    pointer-events: auto;
    font-size: inherit;
    visibility: hidden;
    opacity: 0;
    -webkit-appearance: none;
    -webkit-tap-highlight-color: transparent; }
  .reveal .controls .controls-arrow:before,
  .reveal .controls .controls-arrow:after {
    content: '';
    position: absolute;
    top: 0;
    left: 0;
    width: 2.6em;
    height: 0.5em;
    border-radius: 0.25em;
    background-color: currentColor;
    transition: all 0.15s ease, background-color 0.8s ease;
    -webkit-transform-origin: 0.2em 50%;
            transform-origin: 0.2em 50%;
    will-change: transform; }
  .reveal .controls .controls-arrow {
    position: relative;
    width: 3.6em;
    height: 3.6em; }
    .reveal .controls .controls-arrow:before {
      -webkit-transform: translateX(0.5em) translateY(1.55em) rotate(45deg);
              transform: translateX(0.5em) translateY(1.55em) rotate(45deg); }
    .reveal .controls .controls-arrow:after {
      -webkit-transform: translateX(0.5em) translateY(1.55em) rotate(-45deg);
              transform: translateX(0.5em) translateY(1.55em) rotate(-45deg); }
    .reveal .controls .controls-arrow:hover:before {
      -webkit-transform: translateX(0.5em) translateY(1.55em) rotate(40deg);
              transform: translateX(0.5em) translateY(1.55em) rotate(40deg); }
    .reveal .controls .controls-arrow:hover:after {
      -webkit-transform: translateX(0.5em) translateY(1.55em) rotate(-40deg);
              transform: translateX(0.5em) translateY(1.55em) rotate(-40deg); }
    .reveal .controls .controls-arrow:active:before {
      -webkit-transform: translateX(0.5em) translateY(1.55em) rotate(36deg);
              transform: translateX(0.5em) translateY(1.55em) rotate(36deg); }
    .reveal .controls .controls-arrow:active:after {
      -webkit-transform: translateX(0.5em) translateY(1.55em) rotate(-36deg);
              transform: translateX(0.5em) translateY(1.55em) rotate(-36deg); }
  .reveal .controls .navigate-left {
    right: 6.4em;
    bottom: 3.2em;
    -webkit-transform: translateX(-10px);
            transform: translateX(-10px); }
  .reveal .controls .navigate-right {
    right: 0;
    bottom: 3.2em;
    -webkit-transform: translateX(10px);
            transform: translateX(10px); }
    .reveal .controls .navigate-right .controls-arrow {
      -webkit-transform: rotate(180deg);
              transform: rotate(180deg); }
    .reveal .controls .navigate-right.highlight {
      -webkit-animation: bounce-right 2s 50 both ease-out;
              animation: bounce-right 2s 50 both ease-out; }
  .reveal .controls .navigate-up {
    right: 3.2em;
    bottom: 6.4em;
    -webkit-transform: translateY(-10px);
            transform: translateY(-10px); }
    .reveal .controls .navigate-up .controls-arrow {
      -webkit-transform: rotate(90deg);
              transform: rotate(90deg); }
  .reveal .controls .navigate-down {
    right: 3.2em;
    bottom: 0;
    -webkit-transform: translateY(10px);
            transform: translateY(10px); }
    .reveal .controls .navigate-down .controls-arrow {
      -webkit-transform: rotate(-90deg);
              transform: rotate(-90deg); }
    .reveal .controls .navigate-down.highlight {
      -webkit-animation: bounce-down 2s 50 both ease-out;
              animation: bounce-down 2s 50 both ease-out; }
  .reveal .controls[data-controls-back-arrows="faded"] .navigate-left.enabled,
  .reveal .controls[data-controls-back-arrows="faded"] .navigate-up.enabled {
    opacity: 0.3; }
    .reveal .controls[data-controls-back-arrows="faded"] .navigate-left.enabled:hover,
    .reveal .controls[data-controls-back-arrows="faded"] .navigate-up.enabled:hover {
      opacity: 1; }
  .reveal .controls[data-controls-back-arrows="hidden"] .navigate-left.enabled,
  .reveal .controls[data-controls-back-arrows="hidden"] .navigate-up.enabled {
    opacity: 0;
    visibility: hidden; }
  .reveal .controls .enabled {
    visibility: visible;
    opacity: 0.9;
    cursor: pointer;
    -webkit-transform: none;
            transform: none; }
  .reveal .controls .enabled.fragmented {
    opacity: 0.5; }
  .reveal .controls .enabled:hover,
  .reveal .controls .enabled.fragmented:hover {
    opacity: 1; }

.reveal:not(.has-vertical-slides) .controls .navigate-left {
  bottom: 1.4em;
  right: 5.5em; }

.reveal:not(.has-vertical-slides) .controls .navigate-right {
  bottom: 1.4em;
  right: 0.5em; }

.reveal:not(.has-horizontal-slides) .controls .navigate-up {
  right: 1.4em;
  bottom: 5em; }

.reveal:not(.has-horizontal-slides) .controls .navigate-down {
  right: 1.4em;
  bottom: 0.5em; }

.reveal.has-dark-background .controls {
  color: #fff; }

.reveal.has-light-background .controls {
  color: #000; }

.reveal.no-hover .controls .controls-arrow:hover:before,
.reveal.no-hover .controls .controls-arrow:active:before {
  -webkit-transform: translateX(0.5em) translateY(1.55em) rotate(45deg);
          transform: translateX(0.5em) translateY(1.55em) rotate(45deg); }

.reveal.no-hover .controls .controls-arrow:hover:after,
.reveal.no-hover .controls .controls-arrow:active:after {
  -webkit-transform: translateX(0.5em) translateY(1.55em) rotate(-45deg);
          transform: translateX(0.5em) translateY(1.55em) rotate(-45deg); }

@media screen and (min-width: 500px) {
  .reveal .controls[data-controls-layout="edges"] {
    top: 0;
    right: 0;
    bottom: 0;
    left: 0; }
  .reveal .controls[data-controls-layout="edges"] .navigate-left,
  .reveal .controls[data-controls-layout="edges"] .navigate-right,
  .reveal .controls[data-controls-layout="edges"] .navigate-up,
  .reveal .controls[data-controls-layout="edges"] .navigate-down {
    bottom: auto;
    right: auto; }
  .reveal .controls[data-controls-layout="edges"] .navigate-left {
    top: 50%;
    left: 8px;
    margin-top: -1.8em; }
  .reveal .controls[data-controls-layout="edges"] .navigate-right {
    top: 50%;
    right: 8px;
    margin-top: -1.8em; }
  .reveal .controls[data-controls-layout="edges"] .navigate-up {
    top: 8px;
    left: 50%;
    margin-left: -1.8em; }
  .reveal .controls[data-controls-layout="edges"] .navigate-down {
    bottom: 8px;
    left: 50%;
    margin-left: -1.8em; } }

/*********************************************
 * PROGRESS BAR
 *********************************************/
.reveal .progress {
  position: absolute;
  display: none;
  height: 3px;
  width: 100%;
  bottom: 0;
  left: 0;
  z-index: 10;
  background-color: rgba(0, 0, 0, 0.2);
  color: #fff; }

.reveal .progress:after {
  content: '';
  display: block;
  position: absolute;
  height: 10px;
  width: 100%;
  top: -10px; }

.reveal .progress span {
  display: block;
  height: 100%;
  width: 0px;
  background-color: currentColor;
  transition: width 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985); }

/*********************************************
 * SLIDE NUMBER
 *********************************************/
.reveal .slide-number {
  position: absolute;
  display: block;
  right: 8px;
  bottom: 8px;
  z-index: 31;
  font-family: Helvetica, sans-serif;
  font-size: 12px;
  line-height: 1;
  color: #fff;
  background-color: rgba(0, 0, 0, 0.4);
  padding: 5px; }

.reveal .slide-number a {
  color: currentColor; }

.reveal .slide-number-delimiter {
  margin: 0 3px; }

/*********************************************
 * SLIDES
 *********************************************/
.reveal {
  position: relative;
  width: 100%;
  height: 100%;
  overflow: hidden;
  -ms-touch-action: none;
      touch-action: none; }

@media only screen and (orientation: landscape) {
  .reveal.ua-iphone {
    position: fixed; } }

.reveal .slides {
  position: absolute;
  width: 100%;
  height: 100%;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  margin: auto;
  pointer-events: none;
  overflow: visible;
  z-index: 1;
  text-align: center;
  -webkit-perspective: 600px;
          perspective: 600px;
  -webkit-perspective-origin: 50% 40%;
          perspective-origin: 50% 40%; }

.reveal .slides > section {
  -ms-perspective: 600px; }

.reveal .slides > section,
.reveal .slides > section > section {
  display: none;
  position: absolute;
  width: 100%;
  padding: 20px 0px;
  pointer-events: auto;
  z-index: 10;
  -webkit-transform-style: flat;
          transform-style: flat;
  transition: -webkit-transform-origin 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985), -webkit-transform 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985), visibility 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985), opacity 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985);
  transition: transform-origin 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985), transform 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985), visibility 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985), opacity 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985); }

/* Global transition speed settings */
.reveal[data-transition-speed="fast"] .slides section {
  transition-duration: 400ms; }

.reveal[data-transition-speed="slow"] .slides section {
  transition-duration: 1200ms; }

/* Slide-specific transition speed overrides */
.reveal .slides section[data-transition-speed="fast"] {
  transition-duration: 400ms; }

.reveal .slides section[data-transition-speed="slow"] {
  transition-duration: 1200ms; }

.reveal .slides > section.stack {
  padding-top: 0;
  padding-bottom: 0;
  pointer-events: none; }

.reveal .slides > section.present,
.reveal .slides > section > section.present {
  display: block;
  z-index: 11;
  opacity: 1; }

.reveal .slides > section:empty,
.reveal .slides > section > section:empty,
.reveal .slides > section[data-background-interactive],
.reveal .slides > section > section[data-background-interactive] {
  pointer-events: none; }

.reveal.center,
.reveal.center .slides,
.reveal.center .slides section {
  min-height: 0 !important; }

/* Don't allow interaction with invisible slides */
.reveal .slides > section.future,
.reveal .slides > section > section.future,
.reveal .slides > section.past,
.reveal .slides > section > section.past {
  pointer-events: none; }

.reveal.overview .slides > section,
.reveal.overview .slides > section > section {
  pointer-events: auto; }

.reveal .slides > section.past,
.reveal .slides > section.future,
.reveal .slides > section > section.past,
.reveal .slides > section > section.future {
  opacity: 0; }

/*********************************************
 * Mixins for readability of transitions
 *********************************************/
/*********************************************
 * SLIDE TRANSITION
 * Aliased 'linear' for backwards compatibility
 *********************************************/
.reveal.slide section {
  -webkit-backface-visibility: hidden;
          backface-visibility: hidden; }

.reveal .slides > section[data-transition=slide].past,
.reveal .slides > section[data-transition~=slide-out].past,
.reveal.slide .slides > section:not([data-transition]).past {
  -webkit-transform: translate(-150%, 0);
          transform: translate(-150%, 0); }

.reveal .slides > section[data-transition=slide].future,
.reveal .slides > section[data-transition~=slide-in].future,
.reveal.slide .slides > section:not([data-transition]).future {
  -webkit-transform: translate(150%, 0);
          transform: translate(150%, 0); }

.reveal .slides > section > section[data-transition=slide].past,
.reveal .slides > section > section[data-transition~=slide-out].past,
.reveal.slide .slides > section > section:not([data-transition]).past {
  -webkit-transform: translate(0, -150%);
          transform: translate(0, -150%); }

.reveal .slides > section > section[data-transition=slide].future,
.reveal .slides > section > section[data-transition~=slide-in].future,
.reveal.slide .slides > section > section:not([data-transition]).future {
  -webkit-transform: translate(0, 150%);
          transform: translate(0, 150%); }

.reveal.linear section {
  -webkit-backface-visibility: hidden;
          backface-visibility: hidden; }

.reveal .slides > section[data-transition=linear].past,
.reveal .slides > section[data-transition~=linear-out].past,
.reveal.linear .slides > section:not([data-transition]).past {
  -webkit-transform: translate(-150%, 0);
          transform: translate(-150%, 0); }

.reveal .slides > section[data-transition=linear].future,
.reveal .slides > section[data-transition~=linear-in].future,
.reveal.linear .slides > section:not([data-transition]).future {
  -webkit-transform: translate(150%, 0);
          transform: translate(150%, 0); }

.reveal .slides > section > section[data-transition=linear].past,
.reveal .slides > section > section[data-transition~=linear-out].past,
.reveal.linear .slides > section > section:not([data-transition]).past {
  -webkit-transform: translate(0, -150%);
          transform: translate(0, -150%); }

.reveal .slides > section > section[data-transition=linear].future,
.reveal .slides > section > section[data-transition~=linear-in].future,
.reveal.linear .slides > section > section:not([data-transition]).future {
  -webkit-transform: translate(0, 150%);
          transform: translate(0, 150%); }

/*********************************************
 * CONVEX TRANSITION
 * Aliased 'default' for backwards compatibility
 *********************************************/
.reveal .slides section[data-transition=default].stack,
.reveal.default .slides section.stack {
  -webkit-transform-style: preserve-3d;
          transform-style: preserve-3d; }

.reveal .slides > section[data-transition=default].past,
.reveal .slides > section[data-transition~=default-out].past,
.reveal.default .slides > section:not([data-transition]).past {
  -webkit-transform: translate3d(-100%, 0, 0) rotateY(-90deg) translate3d(-100%, 0, 0);
          transform: translate3d(-100%, 0, 0) rotateY(-90deg) translate3d(-100%, 0, 0); }

.reveal .slides > section[data-transition=default].future,
.reveal .slides > section[data-transition~=default-in].future,
.reveal.default .slides > section:not([data-transition]).future {
  -webkit-transform: translate3d(100%, 0, 0) rotateY(90deg) translate3d(100%, 0, 0);
          transform: translate3d(100%, 0, 0) rotateY(90deg) translate3d(100%, 0, 0); }

.reveal .slides > section > section[data-transition=default].past,
.reveal .slides > section > section[data-transition~=default-out].past,
.reveal.default .slides > section > section:not([data-transition]).past {
  -webkit-transform: translate3d(0, -300px, 0) rotateX(70deg) translate3d(0, -300px, 0);
          transform: translate3d(0, -300px, 0) rotateX(70deg) translate3d(0, -300px, 0); }

.reveal .slides > section > section[data-transition=default].future,
.reveal .slides > section > section[data-transition~=default-in].future,
.reveal.default .slides > section > section:not([data-transition]).future {
  -webkit-transform: translate3d(0, 300px, 0) rotateX(-70deg) translate3d(0, 300px, 0);
          transform: translate3d(0, 300px, 0) rotateX(-70deg) translate3d(0, 300px, 0); }

.reveal .slides section[data-transition=convex].stack,
.reveal.convex .slides section.stack {
  -webkit-transform-style: preserve-3d;
          transform-style: preserve-3d; }

.reveal .slides > section[data-transition=convex].past,
.reveal .slides > section[data-transition~=convex-out].past,
.reveal.convex .slides > section:not([data-transition]).past {
  -webkit-transform: translate3d(-100%, 0, 0) rotateY(-90deg) translate3d(-100%, 0, 0);
          transform: translate3d(-100%, 0, 0) rotateY(-90deg) translate3d(-100%, 0, 0); }

.reveal .slides > section[data-transition=convex].future,
.reveal .slides > section[data-transition~=convex-in].future,
.reveal.convex .slides > section:not([data-transition]).future {
  -webkit-transform: translate3d(100%, 0, 0) rotateY(90deg) translate3d(100%, 0, 0);
          transform: translate3d(100%, 0, 0) rotateY(90deg) translate3d(100%, 0, 0); }

.reveal .slides > section > section[data-transition=convex].past,
.reveal .slides > section > section[data-transition~=convex-out].past,
.reveal.convex .slides > section > section:not([data-transition]).past {
  -webkit-transform: translate3d(0, -300px, 0) rotateX(70deg) translate3d(0, -300px, 0);
          transform: translate3d(0, -300px, 0) rotateX(70deg) translate3d(0, -300px, 0); }

.reveal .slides > section > section[data-transition=convex].future,
.reveal .slides > section > section[data-transition~=convex-in].future,
.reveal.convex .slides > section > section:not([data-transition]).future {
  -webkit-transform: translate3d(0, 300px, 0) rotateX(-70deg) translate3d(0, 300px, 0);
          transform: translate3d(0, 300px, 0) rotateX(-70deg) translate3d(0, 300px, 0); }

/*********************************************
 * CONCAVE TRANSITION
 *********************************************/
.reveal .slides section[data-transition=concave].stack,
.reveal.concave .slides section.stack {
  -webkit-transform-style: preserve-3d;
          transform-style: preserve-3d; }

.reveal .slides > section[data-transition=concave].past,
.reveal .slides > section[data-transition~=concave-out].past,
.reveal.concave .slides > section:not([data-transition]).past {
  -webkit-transform: translate3d(-100%, 0, 0) rotateY(90deg) translate3d(-100%, 0, 0);
          transform: translate3d(-100%, 0, 0) rotateY(90deg) translate3d(-100%, 0, 0); }

.reveal .slides > section[data-transition=concave].future,
.reveal .slides > section[data-transition~=concave-in].future,
.reveal.concave .slides > section:not([data-transition]).future {
  -webkit-transform: translate3d(100%, 0, 0) rotateY(-90deg) translate3d(100%, 0, 0);
          transform: translate3d(100%, 0, 0) rotateY(-90deg) translate3d(100%, 0, 0); }

.reveal .slides > section > section[data-transition=concave].past,
.reveal .slides > section > section[data-transition~=concave-out].past,
.reveal.concave .slides > section > section:not([data-transition]).past {
  -webkit-transform: translate3d(0, -80%, 0) rotateX(-70deg) translate3d(0, -80%, 0);
          transform: translate3d(0, -80%, 0) rotateX(-70deg) translate3d(0, -80%, 0); }

.reveal .slides > section > section[data-transition=concave].future,
.reveal .slides > section > section[data-transition~=concave-in].future,
.reveal.concave .slides > section > section:not([data-transition]).future {
  -webkit-transform: translate3d(0, 80%, 0) rotateX(70deg) translate3d(0, 80%, 0);
          transform: translate3d(0, 80%, 0) rotateX(70deg) translate3d(0, 80%, 0); }

/*********************************************
 * ZOOM TRANSITION
 *********************************************/
.reveal .slides section[data-transition=zoom],
.reveal.zoom .slides section:not([data-transition]) {
  transition-timing-function: ease; }

.reveal .slides > section[data-transition=zoom].past,
.reveal .slides > section[data-transition~=zoom-out].past,
.reveal.zoom .slides > section:not([data-transition]).past {
  visibility: hidden;
  -webkit-transform: scale(16);
          transform: scale(16); }

.reveal .slides > section[data-transition=zoom].future,
.reveal .slides > section[data-transition~=zoom-in].future,
.reveal.zoom .slides > section:not([data-transition]).future {
  visibility: hidden;
  -webkit-transform: scale(0.2);
          transform: scale(0.2); }

.reveal .slides > section > section[data-transition=zoom].past,
.reveal .slides > section > section[data-transition~=zoom-out].past,
.reveal.zoom .slides > section > section:not([data-transition]).past {
  -webkit-transform: translate(0, -150%);
          transform: translate(0, -150%); }

.reveal .slides > section > section[data-transition=zoom].future,
.reveal .slides > section > section[data-transition~=zoom-in].future,
.reveal.zoom .slides > section > section:not([data-transition]).future {
  -webkit-transform: translate(0, 150%);
          transform: translate(0, 150%); }

/*********************************************
 * CUBE TRANSITION
 *
 * WARNING:
 * this is deprecated and will be removed in a
 * future version.
 *********************************************/
.reveal.cube .slides {
  -webkit-perspective: 1300px;
          perspective: 1300px; }

.reveal.cube .slides section {
  padding: 30px;
  min-height: 700px;
  -webkit-backface-visibility: hidden;
          backface-visibility: hidden;
  box-sizing: border-box;
  -webkit-transform-style: preserve-3d;
          transform-style: preserve-3d; }

.reveal.center.cube .slides section {
  min-height: 0; }

.reveal.cube .slides section:not(.stack):before {
  content: '';
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  left: 0;
  top: 0;
  background: rgba(0, 0, 0, 0.1);
  border-radius: 4px;
  -webkit-transform: translateZ(-20px);
          transform: translateZ(-20px); }

.reveal.cube .slides section:not(.stack):after {
  content: '';
  position: absolute;
  display: block;
  width: 90%;
  height: 30px;
  left: 5%;
  bottom: 0;
  background: none;
  z-index: 1;
  border-radius: 4px;
  box-shadow: 0px 95px 25px rgba(0, 0, 0, 0.2);
  -webkit-transform: translateZ(-90px) rotateX(65deg);
          transform: translateZ(-90px) rotateX(65deg); }

.reveal.cube .slides > section.stack {
  padding: 0;
  background: none; }

.reveal.cube .slides > section.past {
  -webkit-transform-origin: 100% 0%;
          transform-origin: 100% 0%;
  -webkit-transform: translate3d(-100%, 0, 0) rotateY(-90deg);
          transform: translate3d(-100%, 0, 0) rotateY(-90deg); }

.reveal.cube .slides > section.future {
  -webkit-transform-origin: 0% 0%;
          transform-origin: 0% 0%;
  -webkit-transform: translate3d(100%, 0, 0) rotateY(90deg);
          transform: translate3d(100%, 0, 0) rotateY(90deg); }

.reveal.cube .slides > section > section.past {
  -webkit-transform-origin: 0% 100%;
          transform-origin: 0% 100%;
  -webkit-transform: translate3d(0, -100%, 0) rotateX(90deg);
          transform: translate3d(0, -100%, 0) rotateX(90deg); }

.reveal.cube .slides > section > section.future {
  -webkit-transform-origin: 0% 0%;
          transform-origin: 0% 0%;
  -webkit-transform: translate3d(0, 100%, 0) rotateX(-90deg);
          transform: translate3d(0, 100%, 0) rotateX(-90deg); }

/*********************************************
 * PAGE TRANSITION
 *
 * WARNING:
 * this is deprecated and will be removed in a
 * future version.
 *********************************************/
.reveal.page .slides {
  -webkit-perspective-origin: 0% 50%;
          perspective-origin: 0% 50%;
  -webkit-perspective: 3000px;
          perspective: 3000px; }

.reveal.page .slides section {
  padding: 30px;
  min-height: 700px;
  box-sizing: border-box;
  -webkit-transform-style: preserve-3d;
          transform-style: preserve-3d; }

.reveal.page .slides section.past {
  z-index: 12; }

.reveal.page .slides section:not(.stack):before {
  content: '';
  position: absolute;
  display: block;
  width: 100%;
  height: 100%;
  left: 0;
  top: 0;
  background: rgba(0, 0, 0, 0.1);
  -webkit-transform: translateZ(-20px);
          transform: translateZ(-20px); }

.reveal.page .slides section:not(.stack):after {
  content: '';
  position: absolute;
  display: block;
  width: 90%;
  height: 30px;
  left: 5%;
  bottom: 0;
  background: none;
  z-index: 1;
  border-radius: 4px;
  box-shadow: 0px 95px 25px rgba(0, 0, 0, 0.2);
  -webkit-transform: translateZ(-90px) rotateX(65deg); }

.reveal.page .slides > section.stack {
  padding: 0;
  background: none; }

.reveal.page .slides > section.past {
  -webkit-transform-origin: 0% 0%;
          transform-origin: 0% 0%;
  -webkit-transform: translate3d(-40%, 0, 0) rotateY(-80deg);
          transform: translate3d(-40%, 0, 0) rotateY(-80deg); }

.reveal.page .slides > section.future {
  -webkit-transform-origin: 100% 0%;
          transform-origin: 100% 0%;
  -webkit-transform: translate3d(0, 0, 0);
          transform: translate3d(0, 0, 0); }

.reveal.page .slides > section > section.past {
  -webkit-transform-origin: 0% 0%;
          transform-origin: 0% 0%;
  -webkit-transform: translate3d(0, -40%, 0) rotateX(80deg);
          transform: translate3d(0, -40%, 0) rotateX(80deg); }

.reveal.page .slides > section > section.future {
  -webkit-transform-origin: 0% 100%;
          transform-origin: 0% 100%;
  -webkit-transform: translate3d(0, 0, 0);
          transform: translate3d(0, 0, 0); }

/*********************************************
 * FADE TRANSITION
 *********************************************/
.reveal .slides section[data-transition=fade],
.reveal.fade .slides section:not([data-transition]),
.reveal.fade .slides > section > section:not([data-transition]) {
  -webkit-transform: none;
          transform: none;
  transition: opacity 0.5s; }

.reveal.fade.overview .slides section,
.reveal.fade.overview .slides > section > section {
  transition: none; }

/*********************************************
 * NO TRANSITION
 *********************************************/
.reveal .slides section[data-transition=none],
.reveal.none .slides section:not([data-transition]) {
  -webkit-transform: none;
          transform: none;
  transition: none; }

/*********************************************
 * PAUSED MODE
 *********************************************/
.reveal .pause-overlay {
  position: absolute;
  top: 0;
  left: 0;
  width: 100%;
  height: 100%;
  background: black;
  visibility: hidden;
  opacity: 0;
  z-index: 100;
  transition: all 1s ease; }

.reveal .pause-overlay .resume-button {
  position: absolute;
  bottom: 20px;
  right: 20px;
  color: #ccc;
  border-radius: 2px;
  padding: 6px 14px;
  border: 2px solid #ccc;
  font-size: 16px;
  background: transparent;
  cursor: pointer; }
  .reveal .pause-overlay .resume-button:hover {
    color: #fff;
    border-color: #fff; }

.reveal.paused .pause-overlay {
  visibility: visible;
  opacity: 1; }

/*********************************************
 * FALLBACK
 *********************************************/
.no-transforms {
  overflow-y: auto; }

.no-transforms .reveal .slides {
  position: relative;
  width: 80%;
  height: auto !important;
  top: 0;
  left: 50%;
  margin: 0;
  text-align: center; }

.no-transforms .reveal .controls,
.no-transforms .reveal .progress {
  display: none !important; }

.no-transforms .reveal .slides section {
  display: block !important;
  opacity: 1 !important;
  position: relative !important;
  height: auto;
  min-height: 0;
  top: 0;
  left: -50%;
  margin: 70px 0;
  -webkit-transform: none;
          transform: none; }

.no-transforms .reveal .slides section section {
  left: 0; }

.reveal .no-transition,
.reveal .no-transition * {
  transition: none !important; }

/*********************************************
 * PER-SLIDE BACKGROUNDS
 *********************************************/
.reveal .backgrounds {
  position: absolute;
  width: 100%;
  height: 100%;
  top: 0;
  left: 0;
  -webkit-perspective: 600px;
          perspective: 600px; }

.reveal .slide-background {
  display: none;
  position: absolute;
  width: 100%;
  height: 100%;
  opacity: 0;
  visibility: hidden;
  overflow: hidden;
  background-color: transparent;
  transition: all 800ms cubic-bezier(0.26, 0.86, 0.44, 0.985); }

.reveal .slide-background-content {
  position: absolute;
  width: 100%;
  height: 100%;
  background-position: 50% 50%;
  background-repeat: no-repeat;
  background-size: cover; }

.reveal .slide-background.stack {
  display: block; }

.reveal .slide-background.present {
  opacity: 1;
  visibility: visible;
  z-index: 2; }

.print-pdf .reveal .slide-background {
  opacity: 1 !important;
  visibility: visible !important; }

/* Video backgrounds */
.reveal .slide-background video {
  position: absolute;
  width: 100%;
  height: 100%;
  max-width: none;
  max-height: none;
  top: 0;
  left: 0;
  -o-object-fit: cover;
     object-fit: cover; }

.reveal .slide-background[data-background-size="contain"] video {
  -o-object-fit: contain;
     object-fit: contain; }

/* Immediate transition style */
.reveal[data-background-transition=none] > .backgrounds .slide-background,
.reveal > .backgrounds .slide-background[data-background-transition=none] {
  transition: none; }

/* Slide */
.reveal[data-background-transition=slide] > .backgrounds .slide-background,
.reveal > .backgrounds .slide-background[data-background-transition=slide] {
  opacity: 1;
  -webkit-backface-visibility: hidden;
          backface-visibility: hidden; }

.reveal[data-background-transition=slide] > .backgrounds .slide-background.past,
.reveal > .backgrounds .slide-background.past[data-background-transition=slide] {
  -webkit-transform: translate(-100%, 0);
          transform: translate(-100%, 0); }

.reveal[data-background-transition=slide] > .backgrounds .slide-background.future,
.reveal > .backgrounds .slide-background.future[data-background-transition=slide] {
  -webkit-transform: translate(100%, 0);
          transform: translate(100%, 0); }

.reveal[data-background-transition=slide] > .backgrounds .slide-background > .slide-background.past,
.reveal > .backgrounds .slide-background > .slide-background.past[data-background-transition=slide] {
  -webkit-transform: translate(0, -100%);
          transform: translate(0, -100%); }

.reveal[data-background-transition=slide] > .backgrounds .slide-background > .slide-background.future,
.reveal > .backgrounds .slide-background > .slide-background.future[data-background-transition=slide] {
  -webkit-transform: translate(0, 100%);
          transform: translate(0, 100%); }

/* Convex */
.reveal[data-background-transition=convex] > .backgrounds .slide-background.past,
.reveal > .backgrounds .slide-background.past[data-background-transition=convex] {
  opacity: 0;
  -webkit-transform: translate3d(-100%, 0, 0) rotateY(-90deg) translate3d(-100%, 0, 0);
          transform: translate3d(-100%, 0, 0) rotateY(-90deg) translate3d(-100%, 0, 0); }

.reveal[data-background-transition=convex] > .backgrounds .slide-background.future,
.reveal > .backgrounds .slide-background.future[data-background-transition=convex] {
  opacity: 0;
  -webkit-transform: translate3d(100%, 0, 0) rotateY(90deg) translate3d(100%, 0, 0);
          transform: translate3d(100%, 0, 0) rotateY(90deg) translate3d(100%, 0, 0); }

.reveal[data-background-transition=convex] > .backgrounds .slide-background > .slide-background.past,
.reveal > .backgrounds .slide-background > .slide-background.past[data-background-transition=convex] {
  opacity: 0;
  -webkit-transform: translate3d(0, -100%, 0) rotateX(90deg) translate3d(0, -100%, 0);
          transform: translate3d(0, -100%, 0) rotateX(90deg) translate3d(0, -100%, 0); }

.reveal[data-background-transition=convex] > .backgrounds .slide-background > .slide-background.future,
.reveal > .backgrounds .slide-background > .slide-background.future[data-background-transition=convex] {
  opacity: 0;
  -webkit-transform: translate3d(0, 100%, 0) rotateX(-90deg) translate3d(0, 100%, 0);
          transform: translate3d(0, 100%, 0) rotateX(-90deg) translate3d(0, 100%, 0); }

/* Concave */
.reveal[data-background-transition=concave] > .backgrounds .slide-background.past,
.reveal > .backgrounds .slide-background.past[data-background-transition=concave] {
  opacity: 0;
  -webkit-transform: translate3d(-100%, 0, 0) rotateY(90deg) translate3d(-100%, 0, 0);
          transform: translate3d(-100%, 0, 0) rotateY(90deg) translate3d(-100%, 0, 0); }

.reveal[data-background-transition=concave] > .backgrounds .slide-background.future,
.reveal > .backgrounds .slide-background.future[data-background-transition=concave] {
  opacity: 0;
  -webkit-transform: translate3d(100%, 0, 0) rotateY(-90deg) translate3d(100%, 0, 0);
          transform: translate3d(100%, 0, 0) rotateY(-90deg) translate3d(100%, 0, 0); }

.reveal[data-background-transition=concave] > .backgrounds .slide-background > .slide-background.past,
.reveal > .backgrounds .slide-background > .slide-background.past[data-background-transition=concave] {
  opacity: 0;
  -webkit-transform: translate3d(0, -100%, 0) rotateX(-90deg) translate3d(0, -100%, 0);
          transform: translate3d(0, -100%, 0) rotateX(-90deg) translate3d(0, -100%, 0); }

.reveal[data-background-transition=concave] > .backgrounds .slide-background > .slide-background.future,
.reveal > .backgrounds .slide-background > .slide-background.future[data-background-transition=concave] {
  opacity: 0;
  -webkit-transform: translate3d(0, 100%, 0) rotateX(90deg) translate3d(0, 100%, 0);
          transform: translate3d(0, 100%, 0) rotateX(90deg) translate3d(0, 100%, 0); }

/* Zoom */
.reveal[data-background-transition=zoom] > .backgrounds .slide-background,
.reveal > .backgrounds .slide-background[data-background-transition=zoom] {
  transition-timing-function: ease; }

.reveal[data-background-transition=zoom] > .backgrounds .slide-background.past,
.reveal > .backgrounds .slide-background.past[data-background-transition=zoom] {
  opacity: 0;
  visibility: hidden;
  -webkit-transform: scale(16);
          transform: scale(16); }

.reveal[data-background-transition=zoom] > .backgrounds .slide-background.future,
.reveal > .backgrounds .slide-background.future[data-background-transition=zoom] {
  opacity: 0;
  visibility: hidden;
  -webkit-transform: scale(0.2);
          transform: scale(0.2); }

.reveal[data-background-transition=zoom] > .backgrounds .slide-background > .slide-background.past,
.reveal > .backgrounds .slide-background > .slide-background.past[data-background-transition=zoom] {
  opacity: 0;
  visibility: hidden;
  -webkit-transform: scale(16);
          transform: scale(16); }

.reveal[data-background-transition=zoom] > .backgrounds .slide-background > .slide-background.future,
.reveal > .backgrounds .slide-background > .slide-background.future[data-background-transition=zoom] {
  opacity: 0;
  visibility: hidden;
  -webkit-transform: scale(0.2);
          transform: scale(0.2); }

/* Global transition speed settings */
.reveal[data-transition-speed="fast"] > .backgrounds .slide-background {
  transition-duration: 400ms; }

.reveal[data-transition-speed="slow"] > .backgrounds .slide-background {
  transition-duration: 1200ms; }

/*********************************************
 * OVERVIEW
 *********************************************/
.reveal.overview {
  -webkit-perspective-origin: 50% 50%;
          perspective-origin: 50% 50%;
  -webkit-perspective: 700px;
          perspective: 700px; }
  .reveal.overview .slides {
    -moz-transform-style: preserve-3d; }
  .reveal.overview .slides section {
    height: 100%;
    top: 0 !important;
    opacity: 1 !important;
    overflow: hidden;
    visibility: visible !important;
    cursor: pointer;
    box-sizing: border-box; }
  .reveal.overview .slides section:hover,
  .reveal.overview .slides section.present {
    outline: 10px solid rgba(150, 150, 150, 0.4);
    outline-offset: 10px; }
  .reveal.overview .slides section .fragment {
    opacity: 1;
    transition: none; }
  .reveal.overview .slides section:after,
  .reveal.overview .slides section:before {
    display: none !important; }
  .reveal.overview .slides > section.stack {
    padding: 0;
    top: 0 !important;
    background: none;
    outline: none;
    overflow: visible; }
  .reveal.overview .backgrounds {
    -webkit-perspective: inherit;
            perspective: inherit;
    -moz-transform-style: preserve-3d; }
  .reveal.overview .backgrounds .slide-background {
    opacity: 1;
    visibility: visible;
    outline: 10px solid rgba(150, 150, 150, 0.1);
    outline-offset: 10px; }
  .reveal.overview .backgrounds .slide-background.stack {
    overflow: visible; }

.reveal.overview .slides section,
.reveal.overview-deactivating .slides section {
  transition: none; }

.reveal.overview .backgrounds .slide-background,
.reveal.overview-deactivating .backgrounds .slide-background {
  transition: none; }

/*********************************************
 * RTL SUPPORT
 *********************************************/
.reveal.rtl .slides,
.reveal.rtl .slides h1,
.reveal.rtl .slides h2,
.reveal.rtl .slides h3,
.reveal.rtl .slides h4,
.reveal.rtl .slides h5,
.reveal.rtl .slides h6 {
  direction: rtl;
  font-family: sans-serif; }

.reveal.rtl pre,
.reveal.rtl code {
  direction: ltr; }

.reveal.rtl ol,
.reveal.rtl ul {
  text-align: right; }

.reveal.rtl .progress span {
  float: right; }

/*********************************************
 * PARALLAX BACKGROUND
 *********************************************/
.reveal.has-parallax-background .backgrounds {
  transition: all 0.8s ease; }

/* Global transition speed settings */
.reveal.has-parallax-background[data-transition-speed="fast"] .backgrounds {
  transition-duration: 400ms; }

.reveal.has-parallax-background[data-transition-speed="slow"] .backgrounds {
  transition-duration: 1200ms; }

/*********************************************
 * LINK PREVIEW OVERLAY
 *********************************************/
.reveal .overlay {
  position: absolute;
  top: 0;
  left: 0;
  width: 100%;
  height: 100%;
  z-index: 1000;
  background: rgba(0, 0, 0, 0.9);
  opacity: 0;
  visibility: hidden;
  transition: all 0.3s ease; }

.reveal .overlay.visible {
  opacity: 1;
  visibility: visible; }

.reveal .overlay .spinner {
  position: absolute;
  display: block;
  top: 50%;
  left: 50%;
  width: 32px;
  height: 32px;
  margin: -16px 0 0 -16px;
  z-index: 10;
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" style="margin:2rem" height="200px">
<p>&#x7F16;&#x7801;&#x5668;&#xFF1A;&#x8868;&#x793A;&#x5B66;&#x4E60;</p>
<ul>
<li>&#x7F51;&#x683C;&#x7ED3;&#x6784;&#x8F93;&#x5165;&#xFF0C;&#x4F8B;&#x5982;&#x56FE;&#x50CF;&#xFF0C;&#x53EF;&#x91C7;&#x7528;&#x5377;&#x79EF;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;</li>
<li>&#x5E8F;&#x5217;&#x7ED3;&#x6784;&#x8F93;&#x5165;&#xFF0C;&#x4F8B;&#x5982;&#x6587;&#x672C;&#xFF0C;&#x53EF;&#x91C7;&#x7528;&#x5FAA;&#x73AF;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;</li>
</ul>
<br>
<p>&#x5BF9;&#x4E8E;&#x4E00;&#x822C;&#x7684;&#x56FE;&#x6570;&#x636E;&#xFF0C;&#x7F16;&#x7801;&#x5668;&#x8BE5;&#x5982;&#x4F55;&#x8BBE;&#x8BA1;&#xFF1F;</p>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="54" class="slide " data-line="54" data-h="1" data-v="1">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x7F16;&#x7801;&#x5668;&#x8BBE;&#x8BA1;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x4E00;&#x4E2A; naive &#x7684;&#x505A;&#x6CD5;&#x662F;&#x5C06;&#x90BB;&#x63A5;&#x77E9;&#x9635;&#x76F4;&#x63A5;&#x62C9;&#x76F4;&#x6210;&#x5411;&#x91CF;&#xFF0C;&#x540E;&#x63A5;&#x4E00;&#x4E2A;&#x5168;&#x8FDE;&#x63A5;&#x7F51;&#x7EDC;</p>
<div>
    $$
        \begin{align*}
            \zv_\Gcal = \mlp ([\Av]_{:,1} \oplus [\Av]_{:,2} \oplus \cdots \oplus [\Av]_{:,|\Vcal|})
        \end{align*}
    $$
</div>
<br>
<p>&#x95EE;&#x9898;&#xFF1A;&#x56FE;&#x7531;&#x70B9;&#x96C6;&#x3001;&#x8FB9;&#x96C6;&#x6784;&#x6210;&#xFF0C;&#x96C6;&#x5408;&#x4E2D;&#x7684;&#x5143;&#x7D20;&#x662F;&#x6CA1;&#x6709;&#x987A;&#x5E8F;&#x7684;&#xFF0C;&#x4F46;&#x90BB;&#x63A5;&#x77E9;&#x9635;&#x4EBA;&#x4E3A;&#x7ED9;&#x70B9;&#x5B9A;&#x4E86;&#x987A;&#x5E8F;(&#x5217;&#x7684;&#x987A;&#x5E8F;)&#xFF0C;&#x8FD9;&#x4F1A;&#x5BF9;&#x6700;&#x7EC8;&#x6CDB;&#x5316;&#x6027;&#x80FD;&#x4EA7;&#x751F;&#x4E0D;&#x5229;&#x5F71;&#x54CD;</p>
<br>
<p>&#x5F15;&#x5165;&#x7F6E;&#x6362;&#x77E9;&#x9635;<span class="mathjax-exps">$\Pv$</span>&#xFF0C;&#x5B9A;&#x4E49;</p>
<ul>
<li>&#x5E73;&#x79FB;&#x4E0D;&#x53D8;&#x6027;&#xFF1A;<span class="mathjax-exps">$f(\Pv \Av \Pv^\top) = f(\Av)$</span>&#xFF0C;&#x6807;&#x91CF;&#x503C;&#x51FD;&#x6570;&#x5BF9;&#x4E8E;&#x70B9;&#x7684;&#x6807;&#x53F7;&#x987A;&#x5E8F;&#x4E0D;&#x654F;&#x611F;</li>
<li>&#x5E73;&#x79FB;&#x7B49;&#x4EF7;&#x6027;&#xFF1A;<span class="mathjax-exps">$\fv (\Pv \Av \Pv^\top) = \Pv \fv (\Av)$</span>&#xFF0C;&#x5411;&#x91CF;&#x503C;&#x51FD;&#x6570;&#x4E0E;&#x70B9;&#x7684;&#x6807;&#x53F7;&#x987A;&#x5E8F;&#x59CB;&#x7EC8;&#x4E00;&#x81F4;</li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="93" class="slide " data-line="93" data-h="1" data-v="2">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x7F16;&#x7801;&#x5668;&#x8BBE;&#x8BA1;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;(Graph Neural Networks, GNN)</p>
<ul>
<li>&#x8F93;&#x5165;&#xFF1A;<span class="mathjax-exps">$\Gcal = (\Vcal, \Ecal)$</span>&#xFF0C;<span class="mathjax-exps">$\Xv = [\xv_1, \ldots, \xv_{|\Vcal|}] \in \Rbb^{d \times |\Vcal|}$</span>&#xFF0C;&#x8FB9;&#x548C;&#x6574;&#x56FE;&#x7684;&#x7279;&#x5F81;</li>
<li>&#x8F93;&#x51FA;&#xFF1A;&#x6BCF;&#x4E2A;&#x70B9;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;<span class="mathjax-exps">$\zv_u$</span>&#xFF0C;&#x8FB9;&#x548C;&#x6574;&#x56FE;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;</li>
</ul>
<br>
<p>GNN&#x7684;&#x8BBE;&#x8BA1;&#x52A8;&#x673A;</p>
<ul>
<li>&#x975E;&#x6B27;&#x6C0F;&#x6570;&#x636E;&#x7684;&#x5377;&#x79EF;&#xFF1A;&#x6E90;&#x81EA;&#x4FE1;&#x53F7;&#x5904;&#x7406;</li>
<li>&#x53EF;&#x5FAE;&#x4FE1;&#x5FF5;&#x4F20;&#x64AD;&#xFF1A;&#x6E90;&#x81EA;&#x6982;&#x7387;&#x56FE;&#x6A21;&#x578B;</li>
<li>&#x7ECF;&#x5178;&#x56FE;&#x540C;&#x6784;&#x6D4B;&#x8BD5;&#xFF1A;&#x6E90;&#x81EA;&#x7ECF;&#x5178;&#x56FE;&#x8BBA;</li>
</ul>
<br>
<p>&#x795E;&#x7ECF;&#x6D88;&#x606F;&#x4F20;&#x9012;(Neural Message Passing)&#x6846;&#x67B6;&#xFF1A;&#x4E00;&#x79CD;&#x7EDF;&#x4E00;&#x8868;&#x793A;</p>
<ul>
<li>&#x70B9;&#x4E4B;&#x95F4;&#x4E0D;&#x65AD;&#x8FDB;&#x884C;&#x4FE1;&#x606F;&#x4EA4;&#x4E92;</li>
<li>&#x4FE1;&#x606F;&#x901A;&#x8FC7;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x8FDB;&#x884C;&#x66F4;&#x65B0;</li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section></section><section><section data-notes lineno="131" class="slide " data-line="131" data-h="2" data-v="0">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x6D88;&#x606F;&#x4F20;&#x9012;&#x6846;&#x67B6;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x8BB0;&#x7B2C;<span class="mathjax-exps">$k$</span>&#x8F6E;&#x70B9;<span class="mathjax-exps">$u$</span>&#x7684;&#x9690;&#x85CF;&#x72B6;&#x6001;(&#x5D4C;&#x5165;&#x8868;&#x793A;)&#x4E3A;<span class="mathjax-exps">$\hv_u^\sup{k}$</span>&#xFF0C;GNN &#x7684;&#x6D88;&#x606F;&#x4F20;&#x9012;&#x5F62;&#x5F0F;&#x5316;&#x4E3A;</p>
<div>
    $$
        \begin{align*}
            \hv_u^\sup{0}   &amp; = \xv_u, ~ \forall u \in \Vcal                                                                                         \\
            \hv_u^\sup{k+1} &amp; = \update^\sup{k} \left( \hv_u^\sup{k}, \aggregate^\sup{k} ( \{ \hv_v^\sup{k} \mid \forall v \in \Ncal(u) \} ) \right) \\
                            &amp; = \update^\sup{k} \left( \hv_u^\sup{k}, \mv_{\Ncal(u)}^\sup{k} \right)                                                 \\
            \zv_u           &amp; = \hv_u^\sup{K}, ~ \forall u \in \Vcal
        \end{align*}
    $$
</div>
<ul>
<li><span class="mathjax-exps">$\update (\cdot)$</span>&#xFF1A;&#x7528;&#x6765;&#x66F4;&#x65B0;&#x5F53;&#x524D;&#x70B9;&#x9690;&#x85CF;&#x72B6;&#x6001;&#x7684;&#x53EF;&#x5FAE;&#x51FD;&#x6570;</li>
<li><span class="mathjax-exps">$\aggregate (\cdot)$</span>&#xFF1A;&#x7528;&#x6765;&#x805A;&#x5408;&#x90BB;&#x5C45;&#x4FE1;&#x606F;&#x7684;&#x53EF;&#x5FAE;&#x51FD;&#x6570;&#xFF0C;&#x5176;&#x8F93;&#x5165;&#x662F;&#x4E00;&#x4E2A;&#x96C6;&#x5408;(&#x5E73;&#x79FB;&#x7B49;&#x4EF7;&#x6027;)</li>
<li><span class="mathjax-exps">$\mv_{\Ncal(u)}^\sup{k}$</span>&#xFF1A;&#x70B9;<span class="mathjax-exps">$u$</span>&#x7684;&#x6240;&#x6709;&#x90BB;&#x5C45;&#x7684;&#x4FE1;&#x606F;&#x805A;&#x5408;&#x7ED3;&#x679C;</li>
<li>&#x5982;&#x679C;&#x70B9;&#x672C;&#x8EAB;&#x6CA1;&#x6709;&#x7279;&#x5F81;&#xFF0C;&#x53EF;&#x4EE5;&#x7528;&#x4E4B;&#x524D;&#x4ECB;&#x7ECD;&#x7684;&#x70B9;&#x5C42;&#x9762;&#x7684;&#x7EDF;&#x8BA1;&#x91CF;&#x4F5C;&#x4E3A;&#x7279;&#x5F81;</li>
<li>GNN &#x4E00;&#x5C42;&#x53EF;&#x89C6;&#x4E3A;&#x4E00;&#x8F6E;&#x6D88;&#x606F;&#x4F20;&#x9012;&#xFF0C;<span class="mathjax-exps">$K$</span>&#x5C42;&#x5373;&#x7F16;&#x7801;&#x4E86;&#x6240;&#x6709;<span class="mathjax-exps">$K$</span>&#x9636;&#x90BB;&#x5C45;&#x7684;&#x4FE1;&#x606F;</li>
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</section><section vertical="true" data-notes lineno="188" class="slide " data-line="188" data-h="2" data-v="2">
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    <div class="title_hr"> 
        <hr class="hr_top">
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</div>
<p>&#x6700;&#x65E9;&#x7248;&#x672C;&#x7684; GNN&#xFF1A;</p>
<div>
    $$
        \begin{align*}
            \hv_u^\sup{k} = \sigma \left( \Wv_\self^\sup{k} ~ \hv_u^\sup{k-1} + \Wv_\neigh^\sup{k} \sum_{v \in \Ncal(u)} \hv_v^\sup{k-1} + \bv^\sup{k} \right)
        \end{align*}
    $$
</div>
<ul>
<li><span class="mathjax-exps">$\Wv_\self^\sup{k}$</span>&#x3001;<span class="mathjax-exps">$\Wv_\neigh^\sup{k}$</span>&#x3001;<span class="mathjax-exps">$\bv^\sup{k}$</span>&#x662F;&#x53EF;&#x8BAD;&#x7EC3;&#x7684;&#x53C2;&#x6570;&#xFF0C;&#x622A;&#x8DDD;<span class="mathjax-exps">$\bv^\sup{k}$</span>&#x901A;&#x5E38;&#x53EF;&#x4EE5;&#x7701;&#x7565;</li>
<li><span class="mathjax-exps">$\sigma$</span>&#x662F;&#x9010;&#x5143;&#x7D20;&#x7684;&#x975E;&#x7EBF;&#x6027;&#x53D8;&#x6362;&#xFF0C;&#x4F8B;&#x5982;&#x4EE5;&#x524D;&#x4ECB;&#x7ECD;&#x8FC7;&#x7684;&#x5404;&#x79CD;&#x6FC0;&#x6D3B;&#x51FD;&#x6570;</li>
</ul>
<br>
<p>&#x7528;&#x6D88;&#x606F;&#x4F20;&#x9012;&#x6846;&#x67B6;&#x8868;&#x793A;&#xFF1A;</p>
<ul>
<li><span class="mathjax-exps">$\aggregate ( \{ \hv_v \mid \forall v \in \Ncal(u) \} ) = \mv_{\Ncal(u)} = \sum_{v \in \Ncal(u)} \hv_v$</span>&#xFF0C;&#x6CE8;&#x610F;&#x6C42;&#x548C;&#x662F;&#x987A;&#x5E8F;&#x65E0;&#x5173;&#x7684;</li>
<li><span class="mathjax-exps">$\update ( \hv_u, \mv_{\Ncal(u)} ) = \sigma ( \Wv_\self ~ \hv_u + \Wv_\neigh ~ \mv_{\Ncal(u)} )$</span></li>
</ul>
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</section><section vertical="true" data-notes lineno="226" class="slide " data-line="226" data-h="2" data-v="3">
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    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">GNN&#x7684;&#x57FA;&#x672C;&#x5F62;&#x5F0F;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x8BB0;<span class="mathjax-exps">$\Hv^\sup{k} = [\hv_1^\sup{k}, \ldots, \hv_{|\Vcal|}^\sup{k}]$</span></p>
<p>GNN &#x7684;&#x57FA;&#x672C;&#x5F62;&#x5F0F;&#x7684;&#x77E9;&#x9635;&#x8868;&#x793A;&#xFF1A;</p>
<div>
    $$
        \begin{align*}
            \Hv^\sup{k} = \sigma ( \Wv_\self^\sup{k} ~ \Hv^\sup{k-1} + \Wv_\neigh^\sup{k} \Hv^\sup{k-1} \Av )
        \end{align*}
    $$
</div>
<br>
<p>&#x6DFB;&#x52A0;&#x81EA;&#x6307;&#x5411;&#x73AF;(self-loop)&#xFF0C;&#x5C06;&#x663E;&#x5F0F;&#x7684;<span class="mathjax-exps">$\update(\cdot)$</span>&#x9690;&#x85CF;&#x4E8E;<span class="mathjax-exps">$\aggregate(\cdot)$</span>&#x4E4B;&#x4E2D;</p>
<p></p><div class="mathjax-exps">$$\begin{align*}         \hv_u^\sup{k} &amp; = \aggregate^\sup{k} ( \{ \hv_v^\sup{k} \mid \forall v \in \Ncal(u) \class{blue}{\cup \{u\}} \} ) \\         \Hv^\sup{k} &amp; = \sigma (\Wv^\sup{k} \Hv^\sup{k-1} (\Av \class{blue}{+ \Iv}))     \end{align*}$$</div><p></p>
<ul>
<li>&#x4F18;&#x70B9;&#xFF1A;&#x5171;&#x4EAB;<span class="mathjax-exps">$\Wv_\self$</span>&#x548C;<span class="mathjax-exps">$\Wv_\neigh$</span>&#xFF0C;&#x53EF;&#x4EE5;&#x907F;&#x514D;&#x8FC7;&#x62DF;&#x5408;</li>
<li>&#x7F3A;&#x70B9;&#xFF1A;<span class="mathjax-exps">$\aggregate(\cdot)$</span>&#x8981;&#x6C42;&#x5E73;&#x79FB;&#x7B49;&#x4EF7;&#x6027;&#xFF0C;&#x8FD9;&#x6837;&#x65E0;&#x6CD5;&#x533A;&#x5206;&#x81EA;&#x8EAB;&#x7684;&#x4FE1;&#x606F;&#x548C;&#x90BB;&#x5C45;&#x7684;&#x4FE1;&#x606F;</li>
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        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
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</div>
</section></section><section data-notes lineno="270" class="slide " data-line="270" data-h="3" data-v="0">
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    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">GNN&#x7684;&#x5404;&#x79CD;&#x9B54;&#x6539;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
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</p><div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
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</div>
</section><section><section data-notes lineno="304" class="slide " data-line="304" data-h="4" data-v="0">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x5F52;&#x4E00;&#x5316;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>GNN &#x57FA;&#x672C;&#x5F62;&#x5F0F;&#x91C7;&#x7528;&#x76F4;&#x63A5;&#x52A0;&#x548C;&#x805A;&#x5408;&#x90BB;&#x5C45;&#x7684;&#x4FE1;&#x606F;</p>
<br>
<p>&#x95EE;&#x9898;&#xFF1A;&#x5BF9;&#x5EA6;&#x6570;&#x654F;&#x611F;&#xFF0C;&#x82E5;<span class="mathjax-exps">$d_u \gg d_v$</span>&#xFF0C;&#x5219;<span class="mathjax-exps">$\| \sum_{w \in \Ncal(u)} \hv_w \| \gg \| \sum_{w \in \Ncal(v)} \hv_w \|$</span>&#xFF0C;<span class="mathjax-exps">$u$</span>&#x7684;&#x4FE1;&#x606F;&#x53EF;&#x4EE5;&#x201C;&#x6DF9;&#x6CA1;&#x201D;&#x5176;&#x5B83;&#x70B9;&#x7684;&#x4FE1;&#x606F;</p>
<br>
<p>&#x65B9;&#x6848;&#xFF1A;&#x5F52;&#x4E00;&#x5316;</p>
<div>
    $$
        \begin{align*}
            \mv_{\Ncal(u)} = \frac{\sum_{v \in \Ncal(u)} \hv_v}{|\Ncal(u)|}, \quad \mv_{\Ncal(u)} = \sum_{v \in \Ncal(u)} \frac{\hv_v}{\sqrt{|\Ncal(u)||\Ncal(v)|}}
        \end{align*}
    $$
</div>
<br>
<p>&#x540E;&#x8005;&#x4E0E;&#x81EA;&#x6307;&#x5411;&#x73AF;&#x7ED3;&#x5408;&#xFF1A;&#x56FE;&#x5377;&#x79EF;&#x7F51;&#x7EDC;(Graph Convolutional Networks, GCN)</p>
<div>
    $$
        \begin{align*}
            \hv_u^\sup{k} = \sigma \left( \Wv^\sup{k} \sum_{ v \in \Ncal(u) \cup \{u\} } \frac{\hv_v}{\sqrt{|\Ncal(u)||\Ncal(v)|}} \right)
        \end{align*}
    $$
</div>
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    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="352" class="slide " data-line="352" data-h="4" data-v="1">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x96C6;&#x5408;&#x805A;&#x96C6;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x5F52;&#x4E00;&#x5316; <span class="mathjax-exps">$\longrightarrow$</span> &#x5177;&#x6709;&#x7F6E;&#x6362;&#x4E0D;&#x53D8;&#x6027;&#x7684;&#x96C6;&#x5408;&#x51FD;&#x6570;</p>
<br>
<p>&#x96C6;&#x5408;&#x6C60;&#x5316;(set pooling)</p>
<div>
    $$
        \begin{align*}
            \mv_{\Ncal(u)} = \mlp_\thetav \left( \sum_{v \in \Ncal(u)} \mlp_\phiv (\hv_v) \right)
        \end{align*}
    $$
</div>
<p>&#x7406;&#x8BBA;&#x4E0A;&#x53EF;&#x4EE5;&#x8BC1;&#x660E;&#x4EFB;&#x610F;&#x5177;&#x6709;&#x7F6E;&#x6362;&#x4E0D;&#x53D8;&#x6027;&#x7684;&#x96C6;&#x5408;&#x51FD;&#x6570;&#x90FD;&#x53EF;&#x7531;&#x4E0A;&#x5F0F;&#x65E0;&#x9650;&#x903C;&#x8FD1;</p>
<br>
<p>Janossy &#x6C60;&#x5316;&#xFF1A;&#x901A;&#x8FC7;&#x8003;&#x8651;&#x6240;&#x6709;&#x7684;&#x6807;&#x53F7;&#x6392;&#x5217;&#x83B7;&#x5F97;&#x7F6E;&#x6362;&#x4E0D;&#x53D8;&#x6027;</p>
<div>
    $$
        \begin{align*}
            \mv_{\Ncal(u)} = \mlp_\thetav \left( \frac{1}{|\Pi|} \sum_{\pi \in \Pi} \rho_\phi (\hv_{v_1}, \hv_{v_2}, \ldots, \hv_{v_{|\Ncal(u)|}})_{\pi_i} \right)
        \end{align*}
    $$
</div>
<p>&#x5176;&#x4E2D;<span class="mathjax-exps">$\Pi$</span>&#x662F;&#x7531;&#x7F6E;&#x6362;&#x6784;&#x6210;&#x7684;&#x96C6;&#x5408;&#xFF0C;<span class="mathjax-exps">$\rho_\phi$</span>&#x662F;&#x4EFB;&#x610F;&#x51FD;&#x6570;(&#x4E0D;&#x9700;&#x8981;&#x5177;&#x6709;&#x7F6E;&#x6362;&#x4E0D;&#x53D8;&#x6027;)</p>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="400" class="slide " data-line="400" data-h="4" data-v="2">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x90BB;&#x5C45;&#x6CE8;&#x610F;&#x529B;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x4E3A;&#x90BB;&#x5C45;&#x8D4B;&#x4E88;&#x4E0D;&#x540C;&#x7684;&#x6743;&#x91CD;&#xFF1A;<span class="mathjax-exps">$\mv_{\Ncal(u)} = \sum_{v \in \Ncal(u)} \alpha_{u,v} \hv_v$</span></p>
<br>
<p>&#x56FE;&#x6CE8;&#x610F;&#x529B;&#x7F51;&#x7EDC;(Graph Attention Network, GAT)</p>
<div>
    $$
        \begin{align*}
            \alpha_{u,v} = \frac{\exp(\av^\top [\Wv \hv_u \oplus \Wv \hv_v])}{\sum_{v&apos; \in \Ncal(u)} \exp(\av^\top [\Wv \hv_u \oplus \Wv \hv_{v&apos;}])}
        \end{align*}
    $$
</div>
<p>&#x5176;&#x4E2D;<span class="mathjax-exps">$\av$</span>&#x548C;<span class="mathjax-exps">$\Wv$</span>&#x662F;&#x53EF;&#x8BAD;&#x7EC3;&#x7684;&#x53C2;&#x6570;&#xFF0C;<span class="mathjax-exps">$\oplus$</span>&#x8868;&#x793A;&#x5411;&#x91CF;&#x62FC;&#x63A5;</p>
<br>
<p>&#x53D8;&#x79CD;&#xFF1A;</p>
<div>
    $$
        \begin{align*}
            \alpha_{u,v} &amp; = \frac{\exp(\av^\top [\hv_u^\top \Wv \hv_v])}{\sum_{v&apos; \in \Ncal(u)} \exp(\av^\top [\hv_u^\top \Wv \hv_{v&apos;}])} \\
            \alpha_{u,v} &amp; = \frac{\exp(\mlp(\hv_u, \hv_v))}{\sum_{v&apos; \in \Ncal(u)} \exp(\mlp(\hv_u, \hv_{v&apos;}))}
        \end{align*}
    $$
</div>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section></section><section><section data-notes lineno="447" class="slide " data-line="447" data-h="5" data-v="0">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x66F4;&#x65B0;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x5BF9;&#x66F4;&#x65B0;&#x8FDB;&#x884C;&#x9B54;&#x6539;&#x4E3B;&#x8981;&#x4E3A;&#x4E86;&#x89E3;&#x51B3; GNN &#x7684;&#x8FC7;&#x5E73;&#x6ED1;(over-smoothing)&#x95EE;&#x9898;</p>
<br>
<p>&#x8FC7;&#x5E73;&#x6ED1;&#xFF1A;&#x5F53; GNN &#x7684;&#x5C42;&#x6570;(&#x8FED;&#x4EE3;&#x8F6E;&#x6570;)&#x8FC7;&#x5927;&#x65F6;&#xFF0C;&#x6240;&#x6709;&#x70B9;&#x7684;&#x4FE1;&#x606F;&#x8D8B;&#x4E8E;&#x76F8;&#x540C;</p>
<br>
<p>&#x8BBE;<span class="mathjax-exps">$f: \Rbb_+ \mapsto \Rbb_+$</span>&#x4E3A;&#x53EF;&#x5FAE;&#x7684;&#x5F52;&#x4E00;&#x5316;&#x51FD;&#x6570;&#xFF0C;&#x5BF9;&#x4EFB;&#x610F;&#x5E26;&#x6709;&#x81EA;&#x6307;&#x5411;&#x73AF;&#x5E76;&#x91C7;&#x7528;</p>
<div>
    $$
        \begin{align*}
            \aggregate ( \{ \hv_v, \forall v \in \Ncal(u) \cup \{u\} \} ) = \frac{1}{f (|\Ncal(u) \cup \{u\}|)} \sum_{v \in \Ncal(u) \cup \{u\}} \hv_v
        \end{align*}
    $$
</div>
<p>&#x8FDB;&#x884C;&#x4FE1;&#x606F;&#x805A;&#x5408;&#x7684; GNN &#x6709;</p>
<div>
    $$
        \begin{align*}
            \ev^\top \left( \frac{\partial \hv_v^\sup{k}}{\partial \hv_u^\sup{0}} \right) \ev \propto P_K (u | v)
        \end{align*}
    $$
</div>
<p>&#x5F53;<span class="mathjax-exps">$K$</span>&#x8FC7;&#x5927;&#x65F6;&#xFF0C;<span class="mathjax-exps">$P_K (u | v)$</span>&#x5373;&#x4E3A;&#x968F;&#x673A;&#x6E38;&#x8D70;&#x7684;&#x5E73;&#x7A33;&#x5206;&#x5E03;&#xFF0C;&#x8FD9;&#x610F;&#x5473;&#x7740;&#x6BCF;&#x4E2A;&#x70B9;&#x7684;&#x5C40;&#x90E8;&#x90BB;&#x5C45;&#x4FE1;&#x606F;&#x5DF2;&#x7ECF;&#x5B8C;&#x5168;&#x4E22;&#x5931;</p>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes="&#x9002;&#x7528;&#x4E8E;&#x70B9;&#x5C42;&#x9762;&#x540C;&#x8D28;&#x6027;&#x7684;&#x4EFB;&#x52A1;&#xFF0C;&#x5373;&#x9884;&#x6D4B;&#x4E0E;&#x5C40;&#x90E8;&#x90BB;&#x5C45;&#x4FE1;&#x606F;&#x5F3A;&#x76F8;&#x5173;&#xFF0C;2-5&#x5C42;&#x7684;GNN" lineno="495" class="slide " data-line="495" data-h="5" data-v="1">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x8DF3;&#x8FDE;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x57FA;&#x672C;&#x60F3;&#x6CD5;&#xFF1A;&#x7C7B;&#x4F3C;&#x4E8E;&#x6B8B;&#x5DEE;&#x7F51;&#x7EDC;&#xFF0C;&#x5F15;&#x5165;&#x8DF3;&#x8FDE;(skip connection)&#x51F8;&#x663E;&#x70B9;&#x81EA;&#x8EAB;&#x7684;&#x4FE1;&#x606F;&#xFF0C;&#x9632;&#x6B62;&#x88AB;&#x90BB;&#x5C45;&#x4FE1;&#x606F;&#x201C;&#x6DF9;&#x6CA1;&#x201D;</p>
<br>
<p>&#x62FC;&#x63A5;&#x8DF3;&#x8FDE;&#xFF1A;&#x521D;&#x89C1;&#x4E8E; GraphSAGE &#x7B97;&#x6CD5;</p>
<div>
    $$
        \begin{align*}
            \update_{\text{concat}} (\hv_u, \mv_{\Ncal(u)}) = [\update_{\text{base}} (\hv_u, \mv_{\Ncal(u)}) \oplus \hv_u]
        \end{align*}
    $$
</div>
<br>
<p>&#x63D2;&#x503C;&#x8DF3;&#x8FDE;&#xFF1A;</p>
<div>
    $$
        \begin{align*}
            \update_{\text{interpolate}} (\hv_u, \mv_{\Ncal(u)}) = \alphav_1 \odot \update_{\text{base}} (\hv_u, \mv_{\Ncal(u)}) + \alphav_2 \odot \hv_u
        \end{align*}
    $$
</div>
<p>&#x5176;&#x4E2D;<span class="mathjax-exps">$\alphav_1, \alphav_2 \in [0,1]^d$</span>&#x4E3A;&#x95E8;&#x5411;&#x91CF;(gating vectors)&#xFF0C;<span class="mathjax-exps">$\alphav_2 = \ev - \alphav_1$</span>&#xFF0C;<span class="mathjax-exps">$\alphav_1$</span>&#x4E0E; GNN &#x539F;&#x672C;&#x7684;&#x53C2;&#x6570;&#x8054;&#x5408;&#x5B66;&#x4E60;</p>
<br>
<ul>
<li><span class="mathjax-exps">$\alphav_1$</span>&#x53EF;&#x4EE5;&#x4F5C;&#x4E3A;&#x4E00;&#x4E2A;&#x5355;&#x5C42; GNN &#x7684;&#x8F93;&#x51FA;</li>
<li><span class="mathjax-exps">$\alphav_1$</span>&#x4E5F;&#x53EF;&#x4EE5;&#x4F5C;&#x4E3A;&#x4E00;&#x4E2A; MLP &#x7684;&#x8F93;&#x51FA;</li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="546" class="slide " data-line="546" data-h="5" data-v="2">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x95E8;&#x673A;&#x5236;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x5BF9;&#x4E8E;&#x70B9;<span class="mathjax-exps">$u$</span>&#xFF1A;</p>
<ul>
<li>&#x6BCF;&#x8F6E;&#x805A;&#x5408;&#x5F97;&#x5230;&#x7684;&#x90BB;&#x5C45;&#x4FE1;&#x606F;<span class="mathjax-exps">$\mv_{\Ncal(u)}^\sup{k}$</span>&#x6784;&#x6210;&#x4E00;&#x4E2A;&#x5E8F;&#x5217;&#xFF0C;&#x53EF;&#x4EE5;&#x770B;&#x4F5C; RNN &#x7684;&#x8F93;&#x5165;<span class="mathjax-exps">$\xv^\sup{k}$</span></li>
<li>&#x6BCF;&#x8F6E;&#x66F4;&#x65B0;&#x5F97;&#x5230;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;<span class="mathjax-exps">$\hv_u^\sup{k}$</span>&#x6784;&#x6210;&#x4E00;&#x4E2A;&#x5E8F;&#x5217;&#xFF0C;&#x53EF;&#x4EE5;&#x770B;&#x4F5C; RNN &#x7684;&#x9690;&#x85CF;&#x72B6;&#x6001;</li>
</ul>
<div>
    $$
        \begin{align*}
            \hv_u^\sup{k} &amp; = \gru (\hv_u^\sup{k-1}, \mv_{\Ncal(u)}^\sup{k}) \\
            \hv_u^\sup{k} &amp; = \lstm (\hv_u^\sup{k-1}, \mv_{\Ncal(u)}^\sup{k})
        \end{align*}
    $$
</div>
<br>
<p>&#x4E8B;&#x5B9E;&#x4E0A;&#x4EFB;&#x4F55; RNN &#x90FD;&#x53EF;&#x5F15;&#x5165;&#x5230; GNN &#x4E2D;&#x6765;&#xFF0C;&#x4E0D;&#x5C40;&#x9650;&#x4E8E; GRU &#x548C; LSTM &#x4E24;&#x79CD;&#x7ED3;&#x6784;</p>
<br>
<p>&#x6743;&#x503C;&#x5171;&#x4EAB;</p>
<ul>
<li>&#x5728;&#x6BCF;&#x4E2A;&#x70B9;&#x4E0A;&#x8BAD;&#x7EC3;&#x4E00;&#x4E2A; RNN&#xFF0C;&#x4E0D;&#x540C;&#x70B9;&#x4E4B;&#x95F4;&#x6743;&#x503C;&#x5171;&#x4EAB;</li>
<li>&#x901A;&#x5E38;&#x4E39;&#x5E08;&#x4EEC;&#x8FD8;&#x4F1A;&#x5C06; GNN &#x7684;&#x805A;&#x5408;&#x5C42;&#x4E5F;&#x8FDB;&#x884C;&#x6743;&#x503C;&#x5171;&#x4EAB;</li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="589" class="slide " data-line="589" data-h="5" data-v="3">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x5168;&#x5C42;&#x62FC;&#x63A5;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x4E4B;&#x524D;&#x6211;&#x4EEC;&#x90FD;&#x662F;&#x5047;&#x8BBE;&#x5C06; GNN &#x7684;&#x6700;&#x540E;&#x4E00;&#x5C42;&#x5F53;&#x4F5C;&#x70B9;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;<span class="mathjax-exps">$\zv_u = \hv_u^\sup{k}$</span>&#xFF0C;&#x4F46;&#x5C42;&#x6570;&#x4E00;&#x6DF1;&#x6700;&#x540E;&#x4E00;&#x5C42;&#x5404;&#x70B9;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;&#x8D8B;&#x4E8E;&#x76F8;&#x540C;(&#x8FC7;&#x5E73;&#x6ED1;)</p>
<br>
<p>&#x62FC;&#x63A5;&#x6240;&#x6709;&#x5C42;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;&#xFF0C;&#x79F0;&#x4E3A; jumping knowledge (JK) connections</p>
<div>
    $$
        \begin{align*}
            \zv_u = f_{\text{JK}} (\hv_u^\sup{0} \oplus \hv_u^\sup{1} \oplus \cdots \oplus \hv_u^\sup{K})
        \end{align*}
    $$
</div>
<p>&#x5176;&#x4E2D;<span class="mathjax-exps">$f_{\text{JK}}(\cdot)$</span>&#x662F;&#x4EFB;&#x610F;&#x53EF;&#x5FAE;&#x51FD;&#x6570;&#xFF1A;</p>
<ul>
<li>&#x6052;&#x7B49;&#x51FD;&#x6570;</li>
<li>Max-pooling</li>
<li>LSTM</li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section></section><section><section data-notes lineno="627" class="slide " data-line="627" data-h="6" data-v="0">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x591A;&#x91CD;&#x5173;&#x7CFB;&#x56FE;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x5173;&#x7CFB;&#x56FE;&#x5377;&#x79EF;&#x7F51;&#x7EDC;(Relational Graph Convolutional Network, RGCN)</p>
<div>
    $$
        \begin{align*}
            \mv_{\Ncal(u)} = \sum_{\tau \in \Rcal} \sum_{v \in \Ncal_\tau (u)} \frac{\Wv_\tau \hv_v}{f_n(\Ncal(u), \Ncal(v))}
        \end{align*}
    $$
</div>
<p>&#x5176;&#x4E2D;<span class="mathjax-exps">$f_n(\cdot, \cdot)$</span>&#x662F;&#x5F52;&#x4E00;&#x5316;&#x51FD;&#x6570;&#xFF0C;&#x4E4B;&#x524D;&#x4ECB;&#x7ECD;&#x8FC7;&#x7684;&#x5F52;&#x4E00;&#x5316;&#x51FD;&#x6570;&#x90FD;&#x53EF;&#x7528;&#x8FC7;&#x6765;</p>
<br>
<p>&#x6743;&#x503C;&#x5171;&#x4EAB;&#xFF1A;&#x5F15;&#x5165;&#x4E00;&#x7EC4;&#x57FA;&#x77E9;&#x9635;<span class="mathjax-exps">$\Bv_1, \ldots, \Bv_b$</span></p>
<div>
    $$
        \begin{align*}
            \mv_{\Ncal(u)} = \sum_{\tau \in \Rcal} \sum_{v \in \Ncal_\tau (u)} \frac{\sum_{i \in [b]} \alpha_{i, \tau} \Bv_i \hv_v }{f_n(\Ncal(u), \Ncal(v))}
        \end{align*}
    $$
</div>
<p>&#x6269;&#x5C55;</p>
<ul>
<li>&#x4E0D;&#x5E26;&#x6743;&#x503C;&#x5171;&#x4EAB;</li>
<li>&#x52A0;&#x5165;&#x6CE8;&#x610F;&#x529B;&#x673A;&#x5236;</li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="674" class="slide " data-line="674" data-h="6" data-v="1">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x591A;&#x91CD;&#x5173;&#x7CFB;&#x56FE;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>RGCN &#x5047;&#x8BBE;&#x8FB9;&#x7684;&#x7684;&#x7279;&#x5F81;&#x662F;&#x79BB;&#x6563;&#x7684;&#xFF0C;&#x56E0;&#x6B64;&#x805A;&#x5408;&#x53EF;&#x4EE5;&#x91C7;&#x7528;&#x76F4;&#x63A5;&#x6C42;&#x548C;&#x7684;&#x5F62;&#x5F0F;</p>
<br>
<p>&#x5BF9;&#x4E8E;&#x66F4;&#x4E00;&#x822C;&#x5F62;&#x5F0F;&#x7684;&#x8FB9;&#x7684;&#x7279;&#x5F81;&#xFF0C;&#x53EF;&#x4EE5;&#x548C;&#x90BB;&#x5C45;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;&#x8FDB;&#x884C;&#x62FC;&#x63A5;</p>
<div>
    $$
        \begin{align*}
            \mv_{\Ncal(u)} = \aggregate_\base ( \{ \hv_v \oplus \ev_{(u, \tau, v)}, \forall v \in \Ncal(u) \} )
        \end{align*}
    $$
</div>
<p>&#x5176;&#x4E2D;<span class="mathjax-exps">$\ev_{(u, \tau, v)}$</span>&#x662F;&#x8FB9;<span class="mathjax-exps">$(u, \tau, v)$</span>&#x7684;&#x5411;&#x91CF;&#x503C;&#x7279;&#x5F81;</p>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section></section><section><section data-notes lineno="708" class="slide " data-line="708" data-h="7" data-v="0">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x56FE;&#x6C60;&#x5316;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x5BF9;&#x4E8E;&#x56FE;&#x5C42;&#x9762;&#x7684;&#x4EFB;&#x52A1;&#xFF0C;&#x8FD8;&#x9700;&#x6574;&#x56FE;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;<span class="mathjax-exps">$\zv_\Gcal$</span></p>
<br>
<p>&#x96C6;&#x5408;&#x6C60;&#x5316;&#x7B56;&#x7565;&#xFF1A;&#x5B66;&#x4E60;&#x6C60;&#x5316;&#x51FD;&#x6570;<span class="mathjax-exps">$f_{\mathrm{p}}: \{ \zv_1, \ldots, \zv_{|\Vcal|} \} \mapsto \zv_\Gcal$</span></p>
<div>
    $$
        \begin{align*}
            \zv_\Gcal = \frac{\sum_{u \in \Vcal} \zv_u}{f_n(|\Vcal|)}
        \end{align*}
    $$
</div>
<br>
<p>&#x4E8B;&#x5B9E;&#x4E0A;&#x4E4B;&#x524D;&#x4ECB;&#x7ECD;&#x7684;&#x4EFB;&#x610F;&#x5BF9;&#x90BB;&#x5C45;&#x7684;&#x805A;&#x5408;&#x51FD;&#x6570;&#x90FD;&#x53EF;&#x7528;&#x8FC7;&#x6765;</p>
<p>&#x5957;&#x7528; LSTM &#x548C;&#x6CE8;&#x610F;&#x529B;&#x673A;&#x5236;&#xFF0C;&#x521D;&#x59CB;&#x5316;<span class="mathjax-exps">$\qv_0$</span>&#x3001;<span class="mathjax-exps">$\ov_0$</span>&#x4E3A;&#x5168;&#x96F6;&#x5411;&#x91CF;&#xFF0C;&#x5BF9;<span class="mathjax-exps">$t \in [T]$</span>&#x6709;</p>
<div>
    $$
        \begin{align*}
            \qv_t = \lstm(\ov_{t&#x2212;1}, \qv_{t&#x2212;1}), ~ \alpha_{v,t} &amp; = \frac{\exp(f_a (\zv_t, \qv_t))}{\sum_{u \in \Vcal} \exp(f_a (\zv_u, \qv_t))}, ~ \ov_t = \sum_{v \in \Vcal} \alpha_{v,t} \zv_v
        \end{align*}
    $$
</div>
<p>&#x6700;&#x7EC8;&#x8F93;&#x51FA;<span class="mathjax-exps">$\zv_\Gcal = \ov_1 \oplus \ov_2 \oplus \cdots \oplus \ov_T$</span></p>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="756" class="slide " data-line="756" data-h="7" data-v="1">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x56FE;&#x6C60;&#x5316;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x96C6;&#x5408;&#x6C60;&#x5316;&#x6CA1;&#x6709;&#x8003;&#x8651;&#x56FE;&#x7684;&#x7ED3;&#x6784;&#x4FE1;&#x606F;</p>
<br>
<p>&#x56FE;&#x7C97;&#x5316;(coarsening)&#x7B56;&#x7565;&#xFF1A;&#x6784;&#x5EFA;&#x5C42;&#x6B21;&#x5316;&#x7684; GNN&#xFF0C;&#x7C7B;&#x4F3C;&#x4E8E; CNN &#x4E2D;&#x7684;&#x6C60;&#x5316;</p>
<ul>
<li>&#x5047;&#x8BBE;&#x6709;&#x805A;&#x7C7B;&#x51FD;&#x6570;<span class="mathjax-exps">$\fv_c: \Gcal \times \Rbb^{|\Vcal| \times d} \mapsto \Rbb^{|\Vcal| \times c}$</span>&#x5C06;&#x56FE;&#x4E2D;&#x7684;&#x70B9;&#x5206;&#x6210;<span class="mathjax-exps">$c$</span>&#x4E2A;&#x7C07;</li>
<li>&#x8BB0;<span class="mathjax-exps">$\Sv = \fv_c(\Gcal, \Zv)$</span>&#x4E3A;&#x5206;&#x914D;&#x77E9;&#x9635;&#xFF0C;<span class="mathjax-exps">$[\Sv]_{u,i}$</span>&#x8868;&#x793A;&#x70B9;<span class="mathjax-exps">$u$</span>&#x548C;&#x7B2C;<span class="mathjax-exps">$i$</span>&#x4E2A;&#x7C07;&#x4E4B;&#x95F4;&#x7684;&#x76F8;&#x5173;&#x6027;</li>
<li><span class="mathjax-exps">$f_c$</span>&#x7B80;&#x5355;&#x7684;&#x53EF;&#x91C7;&#x7528;&#x8C31;&#x805A;&#x7C7B;&#xFF0C;&#x590D;&#x6742;&#x7684;&#x4E5F;&#x53EF;&#x518D;&#x7528;&#x4E00;&#x4E2A; GNN</li>
</ul>
<br>
<p>&#x4EE5;&#x7C07;&#x4E3A;&#x70B9;&#x6784;&#x9020;&#x65B0;&#x7684;&#x7C97;&#x7C92;&#x5EA6;&#x7684;&#x56FE;&#xFF0C;&#x5BF9;&#x5E94;&#x7684;&#x90BB;&#x63A5;&#x77E9;&#x9635;&#x548C;&#x70B9;&#x7279;&#x5F81;&#x77E9;&#x9635;&#xFF1A;</p>
<div>
    $$
        \begin{align*}
            \Av_\new = \Sv^\top \Av \Sv \in \Rbb^{c \times c}, \quad \Xv_\new = \Sv^\top \Xv \in \Rbb^{c \times d}
        \end{align*}
    $$
</div>
<ul>
<li>&#x5982;&#x679C;&#x65B0;&#x56FE;&#x7C92;&#x5EA6;&#x5DF2;&#x7136;&#x5408;&#x9002;&#xFF0C;&#x5C31;&#x5728;&#x65B0;&#x56FE;&#x4E0A;&#x518D;&#x8FD0;&#x884C;&#x4E00;&#x4E2A; GNN &#x5F97;&#x5230;&#x5404;&#x70B9;(&#x539F;&#x56FE;&#x4E2D;&#x7684;&#x7C07;)&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;&#xFF0C;&#x7136;&#x540E;&#x7528;&#x96C6;&#x5408;&#x6C60;&#x5316;&#x5F97;&#x5230;&#x6574;&#x56FE;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;&#xFF1B;&#x5426;&#x5219;&#x7EE7;&#x7EED;&#x805A;&#x7C7B;</li>
<li>&#x5982;&#x679C;&#x60F3;&#x6574;&#x4E2A;&#x6A21;&#x578B;&#x662F;&#x7AEF;&#x5230;&#x7AEF;&#x7684;&#xFF0C;&#x90A3;&#x4E48;&#x805A;&#x7C7B;&#x51FD;&#x6570;<span class="mathjax-exps">$f_c$</span>&#x5FC5;&#x987B;&#x662F;&#x53EF;&#x5FAE;&#x7684;</li>
<li>&#x5982;&#x679C;&#x60F3;&#x6539;&#x5584;&#x6A21;&#x578B;&#x7684;&#x8BA1;&#x7B97;&#x590D;&#x6742;&#x5EA6;&#x548C;&#x8BAD;&#x7EC3;&#x901F;&#x5EA6;&#xFF0C;&#x53EF;&#x91C7;&#x7528;&#x5220;&#x70B9;&#x800C;&#x4E0D;&#x662F;&#x6C60;&#x5316;</li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section></section><section data-notes lineno="800" class="slide " data-line="800" data-h="8" data-v="0">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x4E00;&#x822C;&#x5F62;&#x5F0F;&#x7684;&#x6D88;&#x606F;&#x4F20;&#x9012;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x4E4B;&#x524D;&#x4ECB;&#x7ECD;&#x7684;&#x805A;&#x5408;-&#x66F4;&#x65B0;&#x57FA;&#x672C;&#x6A21;&#x5F0F;&#x53EF;&#x4EE5;&#x8FDB;&#x4E00;&#x6B65;&#x4E00;&#x822C;&#x5316;</p>
<br>
<p>&#x5F15;&#x5165;&#x8FB9;&#x548C;&#x56FE;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;</p>
<div>
    $$
        \begin{align*}
            \hv_{(u,v)}^\sup{k} &amp; = \class{blue}{\update_\edge} (\hv_{(u,v)}^\sup{k-1}, \hv_u^\sup{k-1}, \hv_v^\sup{k-1}, \hv_\Gcal^\sup{k-1}) \\
            \mv_{\Ncal(u)} &amp; = \aggregate_\node (\{ \hv_{(u,v)}^\sup{k}, \forall v \in \Ncal(u) \}) \\
            \hv_u^\sup{k} &amp; = \update_\node (\hv_u^\sup{k-1}, \mv_{\Ncal(u)}, \class{blue}{\hv_\Gcal^\sup{k-1}} ) \\
            \hv_\Gcal^\sup{k} &amp; = \class{blue}{\update_\graph} (\hv_\Gcal^\sup{k-1}, \{ \hv_u^\sup{k}, \forall u \in \Vcal \}, \{ \hv_{(u,v)}^\sup{k}, \forall (u,v) \in \Ecal \})
        \end{align*}
    $$
</div>
<ul>
<li>&#x6BCF;&#x8F6E;&#x7684;&#x66F4;&#x65B0;&#x987A;&#x5E8F;&#x662F;&#x5148;&#x8FB9;&#x3001;&#x518D;&#x70B9;&#xFF0C;&#x6700;&#x540E;&#x6574;&#x56FE;</li>
<li>&#x70B9;&#x66F4;&#x65B0;&#x5F15;&#x5165;&#x4E86;&#x6574;&#x56FE;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;&#xFF0C;&#x5373;&#x540C;&#x65F6;&#x8003;&#x8651;&#x5C40;&#x90E8;&#x548C;&#x5168;&#x5C40;&#x4FE1;&#x606F;</li>
<li>&#x6574;&#x56FE;&#x66F4;&#x65B0;&#x53EF;&#x4EE5;&#x91C7;&#x7528;&#x524D;&#x9762;&#x4ECB;&#x7ECD;&#x7684;&#x6C60;&#x5316;&#x3001;&#x7C97;&#x5316;&#x7B49;&#x7B56;&#x7565;</li>
<li>&#x8FD1;&#x671F;&#x6709;&#x7814;&#x7A76;&#x8868;&#x660E;&#x4E00;&#x822C;&#x5F62;&#x5F0F;&#x7684;&#x6D88;&#x606F;&#x4F20;&#x9012;&#x66F4;&#x9002;&#x5408;&#x5B66;&#x4E60;&#x903B;&#x8F91;&#x8868;&#x8FBE;&#x5F0F;</li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section><section data-notes lineno="840" class="slide " data-line="840" data-h="9" data-v="0">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">GNN&#x5B9E;&#x73B0; &#x70B9;&#x5206;&#x7C7B;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x8BBE;&#x7F16;&#x7801;&#x5668;&#x7ED9;&#x51FA;&#x7684;&#x70B9;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;&#x4E3A;<span class="mathjax-exps">$\zv_u$</span>&#xFF0C;&#x7C7B;&#x522B;&#x6807;&#x8BB0;<span class="mathjax-exps">$\yv_u \in \{ 0,1 \}^C$</span></p>
<br>
<p>&#x89E3;&#x7801;&#x5668;&#x7684;&#x635F;&#x5931;&#x51FD;&#x6570;&#x901A;&#x5E38;&#x91C7;&#x7528;&#x8D1F;&#x5BF9;&#x6570;&#x4F3C;&#x7136;</p>
<div>
    $$
        \begin{align*}
            \Lcal = - \sum_{u \in \Vcal_\train} \log \left( \sum_{c \in [C]} [\yv_u]_c \frac{\exp(\wv_c^\top \zv_u)}{\sum_{i \in [C]} \exp(\wv_i^\top \zv_u)} \right)
        \end{align*}
    $$
</div>
<p>&#x5176;&#x4E2D;<span class="mathjax-exps">$\wv_1, \ldots, \wv_C$</span>&#x662F;&#x5F85;&#x5B66;&#x4E60;&#x7684;&#x53C2;&#x6570;</p>
<br>
<p>&#x4E24;&#x7C7B;&#x5B66;&#x4E60;&#x4EFB;&#x52A1;</p>
<ul>
<li>&#x76F4;&#x63A8;&#x5F0F;&#x5B66;&#x4E60;&#xFF1A;&#x5F85;&#x9884;&#x6D4B;&#x7684;&#x70B9;&#x5728;&#x8BAD;&#x7EC3;&#x65F6;&#x5DF2;&#x77E5;&#xFF0C;&#x53C2;&#x4E0E;&#x6D88;&#x606F;&#x4F20;&#x9012;&#xFF0C;&#x4E0D;&#x53C2;&#x4E0E;&#x635F;&#x5931;&#x51FD;&#x6570;&#x8BA1;&#x7B97;</li>
<li>&#x5F52;&#x7EB3;&#x5B66;&#x4E60;&#xFF1A;&#x5F85;&#x9884;&#x6D4B;&#x7684;&#x70B9;&#x53CA;&#x76F8;&#x5173;&#x7684;&#x8FB9;&#x5728;&#x8BAD;&#x7EC3;&#x65F6;&#x672A;&#x77E5;&#xFF0C;&#x65E2;&#x4E0D;&#x53C2;&#x4E0E;&#x6D88;&#x606F;&#x4F20;&#x9012;&#xFF0C;&#x4E5F;&#x4E0D;&#x53C2;&#x4E0E;&#x635F;&#x5931;&#x51FD;&#x6570;&#x8BA1;&#x7B97;&#xFF0C;&#x901A;&#x5E38;&#x7528;&#x4E8E;&#x6709;&#x591A;&#x4E2A;&#x8FDE;&#x901A;&#x5206;&#x652F;&#x7684;&#x56FE;&#xFF0C;&#x5728;&#x4E00;&#x4E2A;&#x8FDE;&#x901A;&#x5206;&#x652F;&#x4E0A;&#x8BAD;&#x7EC3;&#xFF0C;&#x5728;&#x53E6;&#x4E00;&#x4E2A;&#x8FDE;&#x901A;&#x5206;&#x652F;&#x4E0A;&#x9884;&#x6D4B;</li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="881" class="slide " data-line="881" data-h="9" data-v="1">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x56FE;&#x5C42;&#x9762;&#x7684;&#x4EFB;&#x52A1;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x8BBE;&#x56FE;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;&#x4E3A;<span class="mathjax-exps">$\zv_\Gcal$</span></p>
<br>
<p>&#x5206;&#x7C7B;&#xFF0C;&#x8BAD;&#x7EC3;&#x6570;&#x636E;&#x4E3A;<span class="mathjax-exps">$(\Gcal_1, \yv_1), \ldots, (\Gcal_m, \yv_m)$</span>&#xFF0C;&#x7C7B;&#x522B;&#x6807;&#x8BB0;<span class="mathjax-exps">$\yv_j \in \{ 0,1 \}^C$</span>&#xFF0C;&#x635F;&#x5931;&#x91C7;&#x7528;&#x8D1F;&#x5BF9;&#x6570;&#x4F3C;&#x7136;</p>
<div>
    $$
        \begin{align*}
            \Lcal = - \sum_{j \in [m]} \log \left( \sum_{c \in [C]} [\yv_j]_c \frac{\exp(\wv_c^\top \zv_{\Gcal_j})}{\sum_{i \in [C]} \exp(\wv_i^\top \zv_{\Gcal_j})} \right)
        \end{align*}
    $$
</div>
<p>&#x5176;&#x4E2D;<span class="mathjax-exps">$\wv_1, \ldots, \wv_C$</span>&#x662F;&#x5F85;&#x5B66;&#x4E60;&#x7684;&#x53C2;&#x6570;</p>
<br>
<p>&#x56DE;&#x5F52;&#xFF0C;&#x8BAD;&#x7EC3;&#x6570;&#x636E;&#x4E3A;<span class="mathjax-exps">$(\Gcal_1, y_1), \ldots, (\Gcal_m, y_m)$</span>&#xFF0C;&#x7C7B;&#x522B;&#x6807;&#x8BB0;<span class="mathjax-exps">$y_i \in \Rbb$</span>&#xFF0C;&#x635F;&#x5931;&#x91C7;&#x7528;&#x5E73;&#x65B9;&#x635F;&#x5931;&#x51FD;&#x6570;</p>
<div>
    $$
        \begin{align*}
            \Lcal = - \sum_{i \in [m]} \| \mlp(\zv_{\Gcal_i}) - y_{\Gcal_i} \|_2^2
        \end{align*}
    $$
</div>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section></section><section><section data-notes lineno="927" class="slide " data-line="927" data-h="10" data-v="0">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x5173;&#x7CFB;&#x9884;&#x6D4B;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x7F16;&#x7801;&#x5668;&#x7ED9;&#x51FA;&#x7684;&#x70B9;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;&#x4E3A;<span class="mathjax-exps">$\zv_u$</span></p>
<br>
<p>&#x5173;&#x7CFB;&#x9884;&#x6D4B;&#x7684;&#x95EE;&#x9898;&#x5F62;&#x5F0F;&#x5316;&#xFF1A;</p>
<div>
    $$
        \begin{align*}
            \Lcal = \sum_{(u,v) \in \Dcal} l(\dec(\zv_u, \zv_v), [\Sv]_{uv})
        \end{align*}
    $$
</div>
<p>&#x5176;&#x4E2D;</p>
<ul>
<li><span class="mathjax-exps">$\Dcal$</span>&#x662F;&#x8BAD;&#x7EC3;&#x70B9;&#x5BF9;&#x96C6;&#x5408;</li>
<li><span class="mathjax-exps">$l(\cdot, \cdot)$</span>&#x662F;&#x635F;&#x5931;&#x51FD;&#x6570;</li>
<li><span class="mathjax-exps">$\dec(\cdot, \cdot)$</span>&#x662F;&#x89E3;&#x7801;&#x5668;</li>
<li><span class="mathjax-exps">$[\Sv]_{uv}$</span>&#x63CF;&#x8FF0;&#x70B9;<span class="mathjax-exps">$u$</span>&#x3001;<span class="mathjax-exps">$v$</span>&#x95F4;&#x7684;&#x5173;&#x7CFB;</li>
</ul>
<p>&#x540E;&#x4E09;&#x8005;&#x5728;&#x9009;&#x62E9;&#x4E0A;&#x53EF;&#x4EE5;&#x6392;&#x5217;&#x7EC4;&#x5408;</p>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes="&#x4E3A;&#x5565;&#x8981;&#x53EB;&#x57FA;&#x4E8E;&#x77E9;&#x9635;&#x5206;&#x89E3;" lineno="968" class="slide " data-line="968" data-h="10" data-v="1">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x57FA;&#x4E8E;&#x77E9;&#x9635;&#x5206;&#x89E3;&#x7684;&#x65B9;&#x6CD5;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>Laplace &#x7279;&#x5F81;&#x6620;&#x5C04;&#xFF1A;</p>
<ul>
<li><span class="mathjax-exps">$\dec(\zv_u, \zv_v) = \| \zv_u - \zv_v \|_2^2$</span></li>
<li><span class="mathjax-exps">$\Lcal = \sum_{(u,v) \in \Dcal} \dec (\zv_u, \zv_v) ~ [\Sv]_{uv}$</span></li>
</ul>
<p>&#x5373;&#x76F8;&#x4F3C;&#x7684;&#x70B9;&#x8981;&#x6709;&#x76F8;&#x4F3C;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;&#xFF0C;&#x82E5;<span class="mathjax-exps">$\Sv$</span>&#x4E3A; Laplace &#x77E9;&#x9635;&#xFF0C;<span class="mathjax-exps">$\zv_u \in \Rbb^d$</span>&#xFF0C;&#x5219;&#x6700;&#x4F18;&#x89E3;&#x5C31;&#x662F;<span class="mathjax-exps">$\Sv$</span>&#x7684;&#x6700;&#x5C0F;<span class="mathjax-exps">$d$</span>&#x4E2A;&#x7279;&#x5F81;&#x5411;&#x91CF;&#xFF0C;&#x4E8B;&#x5B9E;&#x4E0A;&#x5C31;&#x662F;&#x5728;&#x505A;&#x8C31;&#x805A;&#x7C7B;</p>
<br>
<p>&#x5185;&#x79EF;&#x6CD5;&#xFF1A;</p>
<ul>
<li><span class="mathjax-exps">$\dec(\zv_u, \zv_v) = \zv_u^\top \zv_v$</span></li>
<li><span class="mathjax-exps">$\Lcal = \sum_{(u,v) \in \Dcal} \| \dec (\zv_u, \zv_v) - [\Sv]_{uv} \|_2^2$</span></li>
</ul>
<p>&#x4EE3;&#x8868;&#x6027;&#x65B9;&#x6CD5;&#x6709; Graph Factorization (GF)&#x3001;GraRep&#x3001;HOPE&#xFF0C;&#x533A;&#x522B;&#x4EC5;&#x5728;&#x4E8E;&#x91C7;&#x7528;&#x7684;<span class="mathjax-exps">$\Sv$</span>&#x4E0D;&#x540C;&#xFF0C;GF &#x76F4;&#x63A5;&#x7528;<span class="mathjax-exps">$\Sv = \Av$</span>&#xFF0C;GraRep &#x7528;<span class="mathjax-exps">$\Av$</span>&#x7684;&#x5E42;&#x6B21;&#xFF0C;HOPE &#x53EF;&#x7528;&#x4E4B;&#x524D;&#x4ECB;&#x7ECD;&#x7684;&#x4EFB;&#x610F;&#x4E24;&#x70B9;&#x95F4;&#x7684;&#x5C40;&#x90E8;&#x91CD;&#x5408;&#x5EA6;&#x91CF;</p>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes="&#x5206;&#x5E03;P(Vcal)&#x901A;&#x5E38;&#x91C7;&#x7528;&#x5747;&#x5300;&#x5206;&#x5E03;" lineno="1002" class="slide " data-line="1002" data-h="10" data-v="2">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x57FA;&#x4E8E;&#x968F;&#x673A;&#x6E38;&#x8D70;&#x7684;&#x65B9;&#x6CD5;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x57FA;&#x4E8E;&#x77E9;&#x9635;&#x5206;&#x89E3;&#x7684;&#x65B9;&#x6CD5;&#x5747;&#x662F;&#x91C7;&#x7528;&#x56FA;&#x5B9A;&#x7684;<span class="mathjax-exps">$\Sv$</span>&#xFF0C;&#x591A;&#x4E3A;&#x90BB;&#x63A5;&#x77E9;&#x9635;<span class="mathjax-exps">$\Av$</span>&#x7684;&#x591A;&#x9879;&#x5F0F;&#x51FD;&#x6570;</p>
<p>&#x91C7;&#x7528;&#x968F;&#x673A;&#x3001;&#x975E;&#x5BF9;&#x79F0;&#x7684;<span class="mathjax-exps">$\Sv$</span>&#xFF1A;</p>
<div>
    $$
        \begin{align*}
            \dec(\zv_u, \zv_v) &amp; = \frac{\exp(\zv_u^\top \zv_v)}{\sum_{k \in \Vcal} \exp(\zv_u^\top \zv_k)} \approx P_T (v|u) \\
            \Lcal &amp; = - \sum_{(u,v) \in \Dcal} \log ( \dec(\zv_u, \zv_v) )
        \end{align*}
    $$
</div>
<ul>
<li><span class="mathjax-exps">$P_T (v|u)$</span>&#x4E3A;&#x4ECE;&#x70B9;<span class="mathjax-exps">$u$</span>&#x5F00;&#x59CB;&#x8FDB;&#x884C;<span class="mathjax-exps">$T$</span>&#x6B65;&#x968F;&#x673A;&#x6E38;&#x8D70;&#x8BBF;&#x95EE;&#x5230;<span class="mathjax-exps">$v$</span>&#x7684;&#x6982;&#x7387;</li>
<li><span class="mathjax-exps">$\Dcal$</span>&#x662F;&#x4ECE;<span class="mathjax-exps">$u$</span>&#x5F00;&#x59CB;&#x968F;&#x673A;&#x6E38;&#x8D70;&#x5E8F;&#x5217;&#x6784;&#x6210;&#x7684;&#x96C6;&#x5408;</li>
</ul>
<p>&#x635F;&#x5931;&#x51FD;&#x6570;&#x6D89;&#x53CA; Softmax &#x64CD;&#x4F5C;&#xFF0C;&#x8BA1;&#x7B97;&#x590D;&#x6742;&#x5EA6;<span class="mathjax-exps">$O(|\Dcal||\Vcal|)$</span></p>
<ul>
<li>DeepWalk &#x91C7;&#x7528;&#x7ED3;&#x6784;&#x5316; Softmax &#x5C06;&#x8BA1;&#x7B97;&#x590D;&#x6742;&#x5EA6;&#x964D;&#x4F4E;&#x5230;<span class="mathjax-exps">$O(|\Dcal|\log|\Vcal|)$</span></li>
<li>node2vec &#x6DFB;&#x52A0;&#x4E86;&#x8D1F;&#x91C7;&#x6837;<span class="mathjax-exps">$\Lcal = - \sum_{(u,v) \in \Dcal} \log ( \sigma (\zv_u^\top \zv_v) ) - \gamma \Ebb_{w \sim P(\Vcal)} [\log (-\sigma (\zv_u^\top \zv_w) )]$</span></li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="1041" class="slide " data-line="1041" data-h="10" data-v="3">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x5173;&#x7CFB;&#x9884;&#x6D4B;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<div>
    $$
        \begin{align*}
            \Lcal = \sum_{(u,v) \in \Dcal} l(\dec(\zv_u, \zv_v), [\Sv]_{uv})
        \end{align*}
    $$
</div>
<table class="lr" style="margin:2rem 2.5rem">
    <thead>
        <tr>
            <th>&#x65B9;&#x6CD5;</th>
            <th>&#x89E3;&#x7801;&#x5668;</th>
            <th>&#x76F8;&#x4F3C;&#x6027;&#x5EA6;&#x91CF;</th>
            <th>&#x635F;&#x5931;&#x51FD;&#x6570;</th>
        </tr>
    </thead>
    <tbody>
        <tr>
            <td>Laplacian eigenmaps</td>
            <td>$\| \zv_u - \zv_v \|^2$</td>
            <td>&#x968F;&#x610F;</td>
            <td>$\dec(\zv_u, \zv_v) \cdot [\Sv]_{uv}$</td>
        </tr>
        <tr>
            <td>Graph Factorization</td>
            <td>$\zv_u^\top \zv_v$</td>
            <td>$[\Av]_{uv}$</td>
            <td>$\| \dec (\zv_u, \zv_v) - [\Sv]_{uv} \|_2^2$</td>
        </tr>
        <tr>
            <td>GraRep</td>
            <td>$\zv_u^\top \zv_v$</td>
            <td>$[\Av]_{uv}, \ldots, [\Av^k]_{uv}$</td>
            <td>$\| \dec (\zv_u, \zv_v) - [\Sv]_{uv} \|_2^2$</td>
        </tr>
        <tr>
            <td>HOPE</td>
            <td>$\zv_u^\top \zv_v$</td>
            <td>&#x968F;&#x610F;</td>
            <td>$\| \dec (\zv_u, \zv_v) - [\Sv]_{uv} \|_2^2$</td>
        </tr>
        <tr>
            <td>DeepWalk</td>
            <td>$\exp(\zv_u^\top \zv_v) / \sum_{k \in \Vcal} \exp(\zv_u^\top \zv_k)$</td>
            <td>$P(v|u)$</td>
            <td>$- [\Sv]_{uv} \log (\dec(\zv_u, \zv_v))$</td>
        </tr>
        <tr>
            <td>node2vec</td>
            <td>$\exp(\zv_u^\top \zv_v) / \sum_{k \in \Vcal} \exp(\zv_u^\top \zv_k)$</td>
            <td>&#x6709;&#x504F;$P(v|u)$</td>
            <td>$- [\Sv]_{uv} \log (\dec(\zv_u, \zv_v))$</td>
        </tr>
    </tbody>
</table>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section></section><section><section data-notes lineno="1116" class="slide " data-line="1116" data-h="11" data-v="0">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x591A;&#x91CD;&#x5173;&#x7CFB;&#x9884;&#x6D4B;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x5E38;&#x89C1;&#x4EFB;&#x52A1;&#xFF1A;&#x77E5;&#x8BC6;&#x56FE;&#x8C31;&#x8865;&#x5168;</p>
<br>
<p>&#x6B64;&#x65F6;&#x89E3;&#x7801;&#x5668;&#x4E3A;<span class="mathjax-exps">$\dec: \Rbb^d \times \Rcal \times \Rbb^d \mapsto \Rbb_+$</span>&#xFF0C;<span class="mathjax-exps">$\dec(\zv_u, \tau, \zv_v)$</span>&#x53EF;&#x770B;&#x4F5C;&#x8FB9;<span class="mathjax-exps">$(u, \tau, v)$</span>&#x5B58;&#x5728;&#x4E8E;&#x56FE;&#x4E2D;&#x7684;&#x4F3C;&#x7136;</p>
<br>
<p>&#x591A;&#x91CD;&#x5173;&#x7CFB;&#x9884;&#x6D4B;&#x7684;&#x95EE;&#x9898;&#x5F62;&#x5F0F;&#x5316;&#xFF1A;</p>
<div>
    $$
        \begin{align*}
            \Lcal = \sum_{(u,\tau,v) \in \Ecal} l(\dec(\zv_u, \tau, \zv_v), [\Av]_{u,\tau,v})
        \end{align*}
    $$
</div>
<p>&#x5176;&#x4E2D;<span class="mathjax-exps">$\Av \in \Rbb^{|\Vcal| \times |\Rcal| \times |\Vcal|}$</span>&#x662F;&#x90BB;&#x63A5;&#x5F20;&#x91CF;</p>
<br>
<p>&#x5BF9;&#x4E8E;&#x591A;&#x91CD;&#x5173;&#x7CFB;&#x9884;&#x6D4B;</p>
<ul>
<li>&#x76F8;&#x4F3C;&#x6027;&#x5EA6;&#x91CF;&#x901A;&#x5E38;&#x5C31;&#x662F;&#x90BB;&#x63A5;&#x5F20;&#x91CF;&#xFF0C;&#x56E0;&#x4E3A;&#x9AD8;&#x9636;&#x7684;&#x90BB;&#x63A5;&#x5F20;&#x91CF;&#x6CA1;&#x6709;&#x7269;&#x7406;&#x610F;&#x4E49;</li>
<li>&#x635F;&#x5931;&#x51FD;&#x6570;&#x548C;&#x89E3;&#x7801;&#x5668;&#x4F9D;&#x7136;&#x53EF;&#x4EE5;&#x6392;&#x5217;&#x7EC4;&#x5408;</li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="1161" class="slide " data-line="1161" data-h="11" data-v="1">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x591A;&#x91CD;&#x5173;&#x7CFB;&#x9884;&#x6D4B;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x975E;&#x591A;&#x91CD;&#x5173;&#x7CFB;&#x9884;&#x6D4B;&#x4E2D;&#x4F7F;&#x7528;&#x7684;&#x635F;&#x5931;&#x51FD;&#x6570;<span class="mathjax-exps">$\| \dec (\zv_u, \zv_v) - [\Sv]_{uv} \|_2^2$</span>&#x8FD9;&#x91CC;&#x4E0D;&#x592A;&#x9002;&#x5408;</p>
<ul>
<li>&#x975E;&#x591A;&#x91CD;&#x5173;&#x7CFB;&#x9884;&#x6D4B;&#x4E2D;&#xFF0C;<span class="mathjax-exps">$\Sv$</span>&#x53EF;&#x4EE5;&#x4E3A;<span class="mathjax-exps">$\Av$</span>&#x7684;&#x5E42;&#x6B21;&#xFF0C;&#x591A;&#x503C;&#x66F4;&#x9002;&#x5408;&#x770B;&#x4F5C;&#x56DE;&#x5F52;&#x95EE;&#x9898;</li>
<li>&#x591A;&#x91CD;&#x5173;&#x7CFB;&#x9884;&#x6D4B;&#x4E2D;&#xFF0C;<span class="mathjax-exps">$\Sv$</span>&#x5C31;&#x662F;&#x90BB;&#x63A5;&#x5F20;&#x91CF;&#xFF0C;&#x4E8C;&#x503C;&#x66F4;&#x9002;&#x5408;&#x770B;&#x4F5C;&#x5206;&#x7C7B;&#x95EE;&#x9898;</li>
</ul>
<p>&#x5E26;&#x8D1F;&#x91C7;&#x6837;&#x7684;&#x4EA4;&#x53C9;&#x71B5;&#xFF1A;</p>
<div>
    $$
        \begin{align*}
            \Lcal = - \sum_{(u,\tau,v) \in \Ecal} \log (\dec(\zv_u, \tau, \zv_v)) - \gamma \Ebb_{w \sim P_u(\Vcal)} [\log (\sigma (-\dec(\zv_u, \tau, \zv_w))]
        \end{align*}
    $$
</div>
<ul>
<li>&#x524D;&#x8005;&#x662F;&#x6B63;&#x786E;&#x9884;&#x6D4B;&#x201C;&#x5B58;&#x5728;&#x8FB9;&#x201D;&#x7684;&#x5BF9;&#x6570;&#x4F3C;&#x7136;</li>
<li>&#x540E;&#x8005;&#x662F;&#x6B63;&#x786E;&#x9884;&#x6D4B;&#x201C;&#x4E0D;&#x5B58;&#x5728;&#x8FB9;&#x201D;&#x7684;&#x5BF9;&#x6570;&#x4F3C;&#x7136;</li>
<li><span class="mathjax-exps">$P_u(\Vcal)$</span>&#x662F;&#x8DDF;&#x70B9;<span class="mathjax-exps">$u$</span>&#x76F8;&#x5173;&#x7684;&#x6982;&#x7387;&#x5206;&#x5E03;</li>
</ul>
<p>Hinge &#x635F;&#x5931;&#xFF1A;</p>
<div>
    $$
        \begin{align*}
            \Lcal = \sum_{(u,\tau,v) \in \Ecal} \sum_{w \in P_u(\Vcal)} \max \{0, - \dec(\zv_u, \tau, \zv_v) + \dec(\zv_u, \tau, \zv_w) + \Delta \}
        \end{align*}
    $$
</div>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="1208" class="slide " data-line="1208" data-h="11" data-v="2">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x591A;&#x91CD;&#x5173;&#x7CFB;&#x9884;&#x6D4B;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x89E3;&#x7801;&#x5668;&#x54C1;&#x79CD;&#x7E41;&#x591A;&#xFF0C;&#x53EF;&#x4EE5;&#x548C;&#x524D;&#x9762;&#x4E24;&#x79CD;&#x635F;&#x5931;&#x4EFB;&#x610F;&#x642D;&#x914D;</p>
<br>
<p>RESCAL&#xFF1A;<span class="mathjax-exps">$\dec(\zv_u, \tau, \zv_v) = \zv_u^\top \Rv_\tau \zv_v$</span>&#xFF0C;&#x6BCF;&#x79CD;&#x5173;&#x7CFB;&#x5BF9;&#x5E94;&#x4E00;&#x4E2A;<span class="mathjax-exps">$\Rv_\tau \in \Rbb^{d \times d}$</span></p>
<br>
<p>&#x5E73;&#x79FB;&#x89E3;&#x7801;</p>
<ul>
<li>TransE&#xFF1A;<span class="mathjax-exps">$\dec(\zv_u, \tau, \zv_v) = - \| \zv_u + \rv_\tau - \zv_v \|$</span></li>
<li>TransX&#xFF1A;<span class="mathjax-exps">$\dec(\zv_u, \tau, \zv_v) = - \| g_{1,\tau} (\zv_u) + \rv_\tau - g_{2,\tau}(\zv_v) \|$</span></li>
<li>TransH&#xFF1A;<span class="mathjax-exps">$\dec(\zv_u, \tau, \zv_v) = - \| (\zv_u - \wv_\tau^\top \zv_u \wv_\tau ) + \rv_\tau - (\zv_v - \wv_\tau^\top \zv_v \wv_\tau ) \|$</span></li>
</ul>
<br>
<p>&#x591A;&#x91CD;&#x7EBF;&#x6027;&#x70B9;&#x79EF; DistMult&#xFF1A;<span class="mathjax-exps">$\dec(\zv_u, \tau, \zv_v) = \sum_{i \in [d]} [\zv_u]_i [\rv_\tau]_i [\zv_v]_i$</span>&#xFF0C;&#x6709;&#x5BF9;&#x79F0;&#x6027;</p>
<br>
<p>&#x590D;&#x6570;&#x89E3;&#x7801;</p>
<ul>
<li>ComplEx&#xFF1A;<span class="mathjax-exps">$\dec(\zv_u, \tau, \zv_v) = \Re (\sum_{i \in [d]} [\zv_u]_i [\rv_\tau]_i \overline{[\zv_v]_i})$</span>&#xFF0C;&#x5176;&#x4E2D;<span class="mathjax-exps">$\zv_u, \tau, \zv_v \in \Cbb^d$</span></li>
<li>RotatE&#xFF1A;<span class="mathjax-exps">$\dec(\zv_u, \tau, \zv_v) = - \| \zv_u \odot \rv_\tau - \zv_v \|$</span>&#xFF0C;&#x5176;&#x4E2D;<span class="mathjax-exps">$[\rv_\tau]_i = \exp(j ~ \theta_{\tau, i})$</span></li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="1251" class="slide " data-line="1251" data-h="11" data-v="3">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x591A;&#x91CD;&#x5173;&#x7CFB;&#x9884;&#x6D4B;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x53EF;&#x4EE5;&#x901A;&#x8FC7;&#x5BF9;&#x903B;&#x8F91;&#x5173;&#x7CFB;&#x7684;&#x8868;&#x793A;&#x8003;&#x5BDF;&#x7F16;&#x7801;&#x5668;&#x7684;&#x80FD;&#x529B;</p>
<br>
<ul>
<li>&#x5BF9;&#x79F0;&#x6027;&#xFF1A;<span class="mathjax-exps">$(u, \tau, v) \in \Ecal \leftrightarrow (v, \tau, u) \in \Ecal$</span></li>
<li>&#x53CD;&#x5BF9;&#x79F0;&#x6027;&#xFF1A;<span class="mathjax-exps">$(u, \tau, v) \in \Ecal \leftrightarrow (v, \tau, u) \not \in \Ecal$</span></li>
</ul>
<br>
<p>DistMult &#x7F16;&#x7801;&#x5668;&#x4EC5;&#x5177;&#x6709;&#x5BF9;&#x79F0;&#x6027;&#xFF0C;TransE &#x4EC5;&#x5177;&#x6709;&#x53CD;&#x5BF9;&#x79F0;&#x6027;&#xFF1A;</p>
<div>
    $$
        \begin{align*}
            - \| \zv_u + \rv_\tau - \zv_v \| = - \| \zv_v + \rv_\tau - \zv_u \| \Rightarrow \rv_\tau^\top (\zv_u  - \zv_v) = 0 \Rightarrow \rv_\tau = \zerov
        \end{align*}
    $$
</div>
<br>
<ul>
<li>&#x9006;&#x6027;&#xFF1A;<span class="mathjax-exps">$(u, \tau_1, v) \in \Ecal \leftrightarrow (v, \tau_2, u) \in \Ecal$</span></li>
<li>&#x590D;&#x5408;&#x6027;&#xFF1A;<span class="mathjax-exps">$(u, \tau_1, w) \in \Ecal \wedge (w, \tau_2, v) \in \Ecal \rightarrow (v, \tau_3, u) \in \Ecal$</span></li>
</ul>
<br>
<p>TransE &#x5177;&#x6709;&#x590D;&#x5408;&#x6027;&#xFF1A;</p>
<div>
    $$
        \begin{align*}
            - \| \zv_u + \rv_{\tau_1} + \rv_{\tau_2} - \zv_v \| = - \| \underbrace{\zv_u + \rv_{\tau_1} - \zv_w}_{=\zerov} + \underbrace{\zv_w + \rv_{\tau_2} - \zv_v}_{=\zerov} \|
        \end{align*}
    $$
</div>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section></section><section><section data-notes lineno="1305" class="slide " data-line="1305" data-h="12" data-v="0">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x9884;&#x8BAD;&#x7EC3;GNN</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x4EE5;&#x6700;&#x5C0F;&#x5316;&#x90BB;&#x5C45;&#x91CD;&#x6784;&#x635F;&#x5931;&#x9884;&#x8BAD;&#x7EC3;&#x7684; GNN &#x548C;&#x968F;&#x673A;&#x521D;&#x59CB;&#x5316;&#x7684; GNN &#x6027;&#x80FD;&#x76F8;&#x4EFF;</p>
<br>
<p>Deep Graph Infomax (DGI)</p>
<div>
    $$
        \begin{align*}
            \Lcal = - \sum_{u \in \Vcal_\train} ( \Ebb_\Gcal \log(\overbrace{D(\zv_u, \zv_\Gcal)}^{\nearrow}) + \gamma \Ebb_{\widetilde{\Gcal}} \log (1 - \overbrace{D(\widetilde{\zv}_u, \zv_\Gcal)}^{\searrow}) )
        \end{align*}
    $$
</div>
<ul>
<li><span class="mathjax-exps">$\widetilde{\Gcal}$</span>&#xFF1A;&#x539F;&#x56FE;<span class="mathjax-exps">$\Gcal$</span>&#x7684;&#x968F;&#x673A;&#x6270;&#x52A8;&#x7248;</li>
<li><span class="mathjax-exps">$\zv_u$</span>&#xFF1A;&#x70B9;<span class="mathjax-exps">$u$</span>&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;</li>
<li><span class="mathjax-exps">$\widetilde{\zv}_u$</span>&#xFF1A;&#x70B9;<span class="mathjax-exps">$u$</span>&#x5728;&#x6270;&#x52A8;&#x56FE;<span class="mathjax-exps">$\widetilde{\Gcal}$</span>&#x4E0A;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;</li>
<li><span class="mathjax-exps">$D(\cdot, \cdot)$</span>&#xFF1A;&#x5224;&#x522B;&#x5F53;&#x524D;&#x7684;&#x5D4C;&#x5165;&#x8868;&#x793A;&#x6765;&#x81EA;&#x539F;&#x56FE;&#x8FD8;&#x662F;&#x6270;&#x52A8;&#x56FE;&#xFF0C;&#x901A;&#x5E38;&#x662F;&#x4E2A;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;</li>
</ul>
<br>
<p>&#x57FA;&#x672C;&#x601D;&#x60F3;&#xFF1A;GNN &#x751F;&#x6210;&#x7684;&#x70B9;&#x5D4C;&#x5165;&#x8868;&#x793A;&#x5728;&#x539F;&#x56FE;&#x548C;&#x6270;&#x52A8;&#x56FE;&#x4E0A;&#x5E94;&#x8BE5;&#x663E;&#x8457;&#x4E0D;&#x540C;</p>
<br>
<p>DGI &#x4E5F;&#x53EF;&#x7528;&#x4E8E;&#x76D1;&#x7763;&#x5B66;&#x4E60;&#x8BBE;&#x5B9A;&#x4E0B;&#x7684;&#x8F85;&#x52A9;&#x635F;&#x5931;</p>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes="&#x8FDB;&#x4E00;&#x6B65;&#x6269;&#x5C55;&#xFF0C;&#x91C7;&#x7528;&#x5404;&#x79CD;&#x4E0D;&#x540C;&#x7684;&#x964D;&#x91C7;&#x6837;&#x65B9;&#x6CD5;" lineno="1350" class="slide " data-line="1350" data-h="12" data-v="1">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x6548;&#x7387;&#x95EE;&#x9898;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x5404;&#x4E2A;&#x70B9;&#x72EC;&#x81EA;&#x505A;&#x6D88;&#x606F;&#x4F20;&#x64AD;&#x4F1A;&#x4EA7;&#x751F;&#x5927;&#x91CF;&#x91CD;&#x590D;&#x8BA1;&#x7B97;&#xFF0C;&#x53EF;&#x91C7;&#x7528;&#x77E9;&#x9635;&#x5F62;&#x5F0F;&#x8BA1;&#x7B97;</p>
<div>
    $$
        \begin{align*}
            \Hv^\sup{k} = \sigma ( \Wv_\self^\sup{k} ~ \Hv^\sup{k-1} + \Wv_\neigh^\sup{k} \Hv^\sup{k-1} \Av )
        \end{align*}
    $$
</div>
<ul>
<li>&#x6574;&#x56FE;&#x64CD;&#x4F5C;&#x975E;&#x5E38;&#x8017;&#x5185;&#x5B58;</li>
<li>&#x53CD;&#x5411;&#x4F20;&#x64AD;&#x8BAD;&#x7EC3;&#x65F6;&#x4E5F;&#x662F;&#x7528; GD&#xFF0C;&#x800C;&#x4E0D;&#x662F; SGD</li>
</ul>
<br>
<p>&#x5C0F;&#x6279;&#x91CF;&#xFF1A;&#x968F;&#x673A;&#x91C7;&#x6837;&#x4E00;&#x4E9B;&#x70B9;&#x53EF;&#x80FD;&#x5F97;&#x4E0D;&#x5230;&#x4E00;&#x4E2A;&#x8FDE;&#x901A;&#x5B50;&#x56FE;&#xFF0C;&#x65E0;&#x6CD5;&#x505A;&#x6D88;&#x606F;&#x4F20;&#x64AD;</p>
<br>
<p>&#x65B9;&#x6848;&#xFF1A;</p>
<ul>
<li>&#x5148;&#x786E;&#x5B9A;&#x4E00;&#x5C0F;&#x90E8;&#x5206;&#x70B9;&#xFF0C;&#x9012;&#x5F52;&#x5730;&#x52A0;&#x5165;&#x8FD9;&#x4E9B;&#x70B9;&#x7684;&#x90BB;&#x5C45;&#xFF0C;&#x76F4;&#x5230;&#x5F97;&#x5230;&#x8FDE;&#x901A;&#x56FE;</li>
<li>&#x8BBE;&#x7F6E;&#x6BCF;&#x4E2A;&#x70B9;&#x7684;&#x90BB;&#x5C45;&#x4E2A;&#x6570;&#x4E0A;&#x754C;&#xFF0C;&#x907F;&#x514D;&#x4EA7;&#x751F;&#x592A;&#x5927;&#x7684;&#x5B50;&#x56FE;</li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section><section vertical="true" data-notes lineno="1392" class="slide " data-line="1392" data-h="12" data-v="2">
<div class="multi_column">
    <div class="title_hr"> 
        <hr class="hr_top">
        <h5 class="title">&#x6B63;&#x5219;&#x5316;</h5>
    </div>
    <img class="xiaohui" src="../common/img/xiaohui.png" height="120px">
</div>
<p>&#x9002;&#x7528;&#x4E8E; GNN &#x7684;&#x4F20;&#x7EDF;&#x6B63;&#x5219;&#x5316;</p>
<ul>
<li><span class="mathjax-exps">$\ell_2$</span>&#x60E9;&#x7F5A;</li>
<li>&#x968F;&#x673A;&#x4E22;&#x5F03;</li>
<li>&#x5C42;&#x5F52;&#x4E00;&#x5316;</li>
</ul>
<br>
<p>&#x5404;&#x5C42;&#x6743;&#x503C;&#x5171;&#x4EAB;</p>
<ul>
<li>&#x6240;&#x6709;<span class="mathjax-exps">$\aggregate (\cdot)$</span>&#x548C;<span class="mathjax-exps">$\update (\cdot)$</span>&#x5747;&#x5171;&#x4EAB;&#x6743;&#x503C;</li>
<li>&#x9002;&#x7528;&#x4E8E;&#x8D85;&#x8FC7; 6 &#x5C42;&#x7684; GNN</li>
</ul>
<br>
<p>&#x8FB9;&#x968F;&#x673A;&#x4E22;&#x5F03;&#xFF1A;&#x4E8E; GAT &#x4E2D;&#x9996;&#x6B21;&#x63D0;&#x51FA;</p>
<ul>
<li>&#x8BAD;&#x7EC3;&#x65F6;&#x968F;&#x673A;&#x5220;&#x9664;&#x4E00;&#x4E9B;&#x8FB9;</li>
<li>&#x9002;&#x7528;&#x4E8E;&#x77E5;&#x8BC6;&#x56FE;&#x8C31;</li>
</ul>
<div class="footer">
    <hr class="hr_bottom">
    <div class="multi_column">
        <h6 class="bottom_left">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x5BFC;&#x8BBA;</h6>
        <h6 class="bottom_center">&#x56FE;&#x795E;&#x7ECF;&#x7F51;&#x7EDC;&#x521D;&#x6B65;</h6>
        <h6 class="bottom_right">tengzhang@hust.edu.cn</h6>
    </div>
</div>
</section></section>
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